health research journal

BMC Health Services Research

Latest collections open to submissions, new: secondary analysis of insurance claims for policymaking.

Guest Edited by Eva Blozik & Dennis Häckl

New: Delivering better health services through patient-centered care

Guest Edited by Rendelle E. Bolton & Pavani Rangachari

Improving care for people with disabilities

Guest Edited by Linda Long-Bellil & Janelle Weise

Published collections

Advancing epidemic preparedness of health systems  

Guest edited by Yibeltal Assefa Alemu, Carl Abelardo T. Antonio​​​​​, Julie ​​​Balen & Megan Schmidt-Sane

Health services for substance use disorders

Guest edited by Chaisiri Angkurawaranon, Berkeley Franz, João Pedro Silva

Health workforce planning

Guest edited by Madhan Balasubramanian and Sunny C. Okoroafor

• Most accessed
• Latest collections

Analysis of the structure of Basic Health Units in Brazil to conduct telehealth actions: a comparison of two cross-sectional studies

Authors: Denise Oliveira Franco, Mauro Henrique Nogueira Guimarães Abreu, Rafaela Silveira Pinto, Antônio Thomaz Gonzaga Matta-Machado and Renata Castro Martins

The research activities of Ontario’s large community hospitals: an updated scoping review

Authors: Kian Rego, Jane Jomy, Prey Patel, Giulio DiDiodato, Ashton Nademi, Alexandra Binnie and Jennifer Tsang

Electronic monitoring versus manual paper-based monitoring for hand hygiene compliance: a comprehensive health economic assessment analysis

Authors: Xiaolin Cheng, Yan Li, Nuo Chen, Wenbin He, Hanzhi Peng, Xiaoyan Chen, Fan Cheng, Yibin Tan, Lina Yu, Wenwen Wu, Ying Wang and Bilong Feng

Reducing catheter-related bloodstream infections using Lean Six Sigma methodology

Authors: Xiwen Feng, Qihua Huang, Li Yuan, Fuhua Lu, Rujia Deng and Ping Xia

Clicks and checks: investigating the association between internet usage frequency and women’s uptake of clinical breast examination in Ghana

Authors: Joshua Okyere, Castro Ayebeng and Kwamena Sekyi Dickson

Most recent articles RSS

View all articles

Relationship between Organizational Culture, Leadership Behavior and Job Satisfaction

Authors: Yafang Tsai

How nurses and their work environment affect patient experiences of the quality of care: a qualitative study

Authors: Renate AMM Kieft, Brigitte BJM de Brouwer, Anneke L Francke and Diana MJ Delnoij

Proceedings of the 3rd IPLeiria’s International Health Congress

Authors: Catarina Cardoso Tomás, Emanuel Oliveira, D. Sousa, M. Uba-Chupel, G. Furtado, C. Rocha, A. Teixeira, P. Ferreira, Celeste Alves, Stefan Gisin, Elisabete Catarino, Nelma Carvalho, Tiago Coucelo, Luís Bonfim, Carina Silva, Débora Franco…

Characteristics of successful changes in health care organizations: an interview study with physicians, registered nurses and assistant nurses

Authors: Per Nilsen, Ida Seing, Carin Ericsson, Sarah A. Birken and Kristina Schildmeijer

PICO, PICOS and SPIDER: a comparison study of specificity and sensitivity in three search tools for qualitative systematic reviews

Authors: Abigail M Methley, Stephen Campbell, Carolyn Chew-Graham, Rosalind McNally and Sudeh Cheraghi-Sohi

Most accessed articles RSS

Innovations for better health and social justice Edited by: Dr. Magdalena Szaflarski Collection published: 30th May 2022

Advancing Dementia Care Edited by: Dr. Clarissa Giebel and Tillie Cryer Collection published: 13 May 2020

Health Services Research for Opioid Use Disorders Edited by: Dr. Kim Hoffman Collection published: 31 March 2020

Management of Infectious Diseases in Health Systems and Services Edited by: Tillie Cryer Collection published: 19 March 2020

Aims and scope

BMC Health Services Research  is an open access, peer-reviewed journal that considers articles on all aspects of health services research. The journal has a special focus on digital health, governance, health policy, health system quality and safety, healthcare delivery and access to healthcare, healthcare financing and economics, implementing reform, and the health workforce.  

Become an Editorial Board Member

We are seeking new members to join our international Editorial Board.

BMC Health Services Research Blogs

World Refugee Day 2024: Highlights from the BMC Series

19 June 2024

Highlights of the BMC Series – February 2024

21 March 2024

Highlights of the BMC Series – November 2023

22 December 2023

Editor's picks

Latest Tweets

Your browser needs to have JavaScript enabled to view this timeline

Affiliated with

Qualitative Health Research

Preview this book

• Description
• Aims and Scope
• Editorial Board
• Abstracting / Indexing
• Submission Guidelines

Qualitative Health Research provides an international, interdisciplinary forum to enhance health and health care and further the development and understanding of qualitative health research. The journal is an invaluable resource for researchers and academics, administrators and others in the health and social service professions, and graduates, who seek examples of studies in which the authors used qualitative methodologies. Each issue of Qualitative Health Research provides readers with a wealth of information on conceptual, theoretical, methodological, and ethical issues pertaining to qualitative inquiry. A Variety of Perspectives We encourage submissions across all health-related areas and disciplines. Qualitative Health Research understands health in its broadest sense and values contributions from various traditions of qualitative inquiry. As a journal of SAGE Publishing, Qualitative Health Research aspires to disseminate high-quality research and engaged scholarship globally, and we are committed to diversity and inclusion in publishing. We encourage submissions from a diverse range of authors from across all countries and backgrounds. There are no fees payable to submit or publish in Qualitative Health Research .

Original, Timely, and Insightful Scholarship Qualitative Health Research aspires to publish articles addressing significant and contemporary health-related issues. Only manuscripts of sufficient originality and quality that align with the aims and scope of Qualitative Health Research will be reviewed. As part of the submission process authors are required to warrant that they are submitting original work, that they have the rights in the work, that they have obtained, and that can supply all necessary permissions for the reproduction of any copyright works not owned by them, and that they are submitting the work for first publication in the Journal and that it is not being considered for publication elsewhere and has not already been published elsewhere. Please note that Qualitative Health Research does not accept submissions of papers that have been published elsewhere. Sage requires authors to identify preprints upon submission (see https://us.sagepub.com/en-us/nam/preprintsfaq ). This Journal is a member of the Committee on Publication Ethics (COPE) .

This Journal recommends that authors follow the Recommendations for the Conduct, Reporting, Editing, and Publication of Scholarly Work in Medical Journals formulated by the International Committee of Medical Journal Editors (ICMJE).

Qualitative Health Research is an international, interdisciplinary, refereed journal for the enhancement of health care and to further the development and understanding of qualitative research methods in health care settings. We welcome manuscripts in the following areas: the description and analysis of the illness experience, health and health-seeking behaviors, the experiences of caregivers, the sociocultural organization of health care, health care policy, and related topics. We also seek critical reviews and commentaries addressing conceptual, theoretical, methodological, and ethical issues pertaining to qualitative enquiry.

• Applied Social Sciences Index & Abstracts (ASSIA)
• CAB Abstracts (Index Veterinarius, Veterinary Bulletin)
• CABI: Abstracts on Hygiene and Communicable Diseases
• CABI: CAB Abstracts
• CABI: Global Health
• CABI: Nutrition Abstracts and Reviews Series A
• CABI: Tropical Diseases Bulletin
• Clarivate Analytics: Current Contents - Physical, Chemical & Earth Sciences
• Combined Health Information Database (CHID)
• Corporate ResourceNET - Ebsco
• Current Citations Express
• EBSCO: Vocational & Career Collection
• EMBASE/Excerpta Medica
• Family & Society Studies Worldwide (NISC)
• Health Business FullTEXT
• Health Service Abstracts
• Health Source Plus
• MasterFILE - Ebsco
• ProQuest: Applied Social Science Index & Abstracts (ASSIA)
• ProQuest: CSA Sociological Abstracts
• Psychological Abstracts
• Rural Development Abstracts
• SRM Database of Social Research Methodology
• Social Sciences Citation Index (Web of Science)
• Social Services Abstracts
• Standard Periodical Directory (SPD)
• TOPICsearch - Ebsco

Manuscript submission guidelines can be accessed on Sage Journals .

• Read Online
• Sample Issues
• Current Issue
• Email Alert
• Permissions
• Foreign rights
• Reprints and sponsorship
• Advertising

Individual Subscription, E-access

Individual Subscription, Print Only

Institutional Backfile Purchase, E-access (Content through 1998)

Institutional Subscription, E-access

Institutional Subscription & Backfile Lease, E-access Plus Backfile (All Online Content)

Institutional Subscription, Print Only

Institutional Subscription, Combined (Print & E-access)

Institutional Subscription & Backfile Lease, Combined Plus Backfile (Current Volume Print & All Online Content)

Individual, Single Print Issue

Institutional, Single Print Issue

To order single issues of this journal, please contact SAGE Customer Services at 1-800-818-7243 / 1-805-583-9774 with details of the volume and issue you would like to purchase.

Journal of Public Health Research

The Journal of Public Health Research is an online Open Access, peer-reviewed scholarly journal in the field of public health science. The aim of the journal is to stimulate debate and dissemination of knowledge in the public health field in order to improve efficacy, effectiveness and efficiency of public health interventions to improve health outcomes of populations. This aim can only be achieved by adopting a global and multidisciplinary approach.

The Journal of Public Health Research  publishes contributions from both the ‘traditional’ disciplines of public health, including hygiene, epidemiology, health education, environmental health, occupational health, health policy, hospital management, health economics, law and ethics as well as from the area of new health care fields including social science, communication science, eHealth and mHealth philosophy, health technology assessment, genetics research implications, population-mental health, gender and disparity issues, global and migration-related themes. In support of this approach, the Journal of Public Health Research strongly encourages the use of real multidisciplinary approaches and analyses in the manuscripts submitted to the journal. In addition to  Original research ,  Systematic Review,   Meta-analysis ,  Meta-synthesis  and  Perspectives  and  Debate  articles, the Journal of Public Health Research publishes newsworthy  Brief   Reports ,  Letters  and  Study Protocols  related to public health and public health management activities.

Open access article processing charge (APC) information

Publication in the journal is subject to payment of an article processing charge (APC). The APC serves to support the journal and ensures that articles are freely accessible online in perpetuity under a Creative Commons licences.

The APC for this journal is currently 795 USD.

The article processing charge (APC) is payable when a manuscript is accepted after peer review, before it is published. The APC is subject to taxes where applicable. Please see further details here.

Submission information

Submit your manuscript today under the following link: Click here to Submit

Please also check the Submission Guidelines for more information on how to submit your article to the journal: Click here to read the Submission Guidelines

• Medioxil 24
• ICG Fatburner
• Stoffwechsel Tabletten
• Nutra Digest
• Matcha Suri
• Nutra Prosta
• Huusk Messer
• Penisvergrößerung
• Phallosan Forte
• Viagra Alternative
• Pickel Mittel
• Skin Tag Remover
• Biovolen Jasminsalbe
• Matcha Slim
• Maca Pulver
• Vitalrin Sonnenkomplex
• Kohlenhydratblocker
• Aloe Vera Gel
• SWISS FX CBD
• CBD Fruchtgummis
• CBD Kapseln
• CBD Öl für Katzen
• CBD Öl für Hunde
• Inulin Pulver
• Abnehmtabletten
• Die Stoffwechsel Formel
• Colon Broom
• Liba Kapseln
• Liba Weight loss
• KetoXplode Fruchtgummis
• Slimming Gummies
• Biovolen Moossalbe
• LB Slimming Gummies UK
• Slimming Gummies ervaringen
• Mokka Brenner
• Liver Ignite
• Morning Complete
• Gundry MD Polyphenol Dark Spot Diminisher
• Gundry MD Energy Renew
• Gundry MD ProPlant Complete Shake
• Cranberry Kapseln
• Nucific Bio X4
• KetoXplode Gummies
• Dietoxone UK
• CBD Gummies for Anxiety
• Ark Drops review
• NMN Supplement
• Peak Performance NMN + Resveratrol
• KetoXplode Nep
• Brûleur Moka
• PhenQ Reviews
• Keto Gummies
• LB Slimming Gummies Avis
• Ikaria Juice
• Akne Tabletten
• Kerassentials
• Quietum Plus
• Bio Complete 3
• Colon Broom reviews
• Total Restore
• Grapefruitkernextrakt
• Nutrisystem
• Remedy Skin Tag Remover
• LB Slimming Gummies Vurderinger
• Schwarzkümmelöl
• LB Slimming Gummies
• Alpha Tonic
• Turkesterone
• Best Testosterone Booster
• Melatonin Spray
• ChillWell Portable Air Cooler
• BodyBoost Keto + ACV Gummies
• Liver Renew
• Keto ACV Gummies
• CBD Care Gummies
• NTX Keto Gummies
• GenF20 Liposomal NMN+
• KetoXplode Gummies vurdering
• LB Slimming Gummies Valutazione
• CrazyBulk HGH-X2
• Fertility Factor 5
• KetoXplode Gummies Betyg
• LB Slimming Gummies Meninger
• Beta Carotin
• LB Slimming Gummies Opinia
• LB Slimming Gummies Lausunto
• Best CBD Gummies For Sleep
• Reverse Health
• Best Male Enhancement Pills
• Magnesiumcitrat
• Best Semen Volumizer Supplements
• Potenzmittel
• Nattokinase
• CalmLean Review
• Vitamin B Komplex
• Solar Bug Zapper
• Nexus Pheromones
• SlimLabs ACV + Keto Gummies
• CBD Gummies for Erectile Dysfunction
• Vitalstoffkonzentrat
• CBD Gummies for Sex
• Detox Cleanse for Weight Loss
• Collagen Pulver
• K3 Spark Mineral
• CBD Gummies for Pain
• All Day Slimming Tea
• Power CBD Gummies
• Chlorophyll
• Ashwagandha
• Testosteron Booster
• Entgiftungspflaster
• Weight Loss Drops
• Audien Hearing
• Ignite Drops
• Amarose Skin Tag Remover
• Exogene Ketone
• Artischocken Kapseln
• Greeny Slim Fruchtgummis
• Abnehmtropfen
• Best Adderall Alternative
• Test Boost Max
• Sättigungskapseln
• Miracle Root Gummies
• Best Nootropics
• HGH Supplements
• Keto-XP Fruchtgummis
• Beyond Body
• Abnehmshakes
• Testosteron Tabletten
• Best Online Delta 8 Stores
• Best Live Resin Carts
• NAD+ Supplement
• Kollagen Kapseln
• Mind Lab Pro
• Magnesiumöl
• ProExtender
• ACV Gummies
• Best Fat Burner For Women
• Best Fat Burner For Men
• Blood Balance
• Fast Lean Pro
• Höhle der Löwen Gummibärchen
• Hämorrhoiden Salbe
• Cellulite Creme
• Best Estrogen Blocker For Men
• Gummibärchen zum Abnehmen
• Mariendistel
• Testosteron kaufen

Journal of Health Research

Subject Area and Category

• Health Policy
• Public Health, Environmental and Occupational Health

Publication type

08574421, 2586940X

Information

How to publish in this journal

[email protected]

The set of journals have been ranked according to their SJR and divided into four equal groups, four quartiles. Q1 (green) comprises the quarter of the journals with the highest values, Q2 (yellow) the second highest values, Q3 (orange) the third highest values and Q4 (red) the lowest values.

The SJR is a size-independent prestige indicator that ranks journals by their 'average prestige per article'. It is based on the idea that 'all citations are not created equal'. SJR is a measure of scientific influence of journals that accounts for both the number of citations received by a journal and the importance or prestige of the journals where such citations come from It measures the scientific influence of the average article in a journal, it expresses how central to the global scientific discussion an average article of the journal is.

Evolution of the number of published documents. All types of documents are considered, including citable and non citable documents.

This indicator counts the number of citations received by documents from a journal and divides them by the total number of documents published in that journal. The chart shows the evolution of the average number of times documents published in a journal in the past two, three and four years have been cited in the current year. The two years line is equivalent to journal impact factor ™ (Thomson Reuters) metric.

Evolution of the total number of citations and journal's self-citations received by a journal's published documents during the three previous years. Journal Self-citation is defined as the number of citation from a journal citing article to articles published by the same journal.

Evolution of the number of total citation per document and external citation per document (i.e. journal self-citations removed) received by a journal's published documents during the three previous years. External citations are calculated by subtracting the number of self-citations from the total number of citations received by the journal’s documents.

International Collaboration accounts for the articles that have been produced by researchers from several countries. The chart shows the ratio of a journal's documents signed by researchers from more than one country; that is including more than one country address.

Not every article in a journal is considered primary research and therefore "citable", this chart shows the ratio of a journal's articles including substantial research (research articles, conference papers and reviews) in three year windows vs. those documents other than research articles, reviews and conference papers.

Ratio of a journal's items, grouped in three years windows, that have been cited at least once vs. those not cited during the following year.

Evolution of the percentage of female authors.

Evolution of the number of documents cited by public policy documents according to Overton database.

Evoution of the number of documents related to Sustainable Development Goals defined by United Nations. Available from 2018 onwards.

Leave a comment

Name * Required

Email (will not be published) * Required

* Required Cancel

The users of Scimago Journal & Country Rank have the possibility to dialogue through comments linked to a specific journal. The purpose is to have a forum in which general doubts about the processes of publication in the journal, experiences and other issues derived from the publication of papers are resolved. For topics on particular articles, maintain the dialogue through the usual channels with your editor.

Follow us on @ScimagoJR Scimago Lab , Copyright 2007-2024. Data Source: Scopus®

Cookie settings

Cookie Policy

Legal Notice

Privacy Policy

Skip to Content

Google Health research publications

Publishing our work allows us to share ideas and work collaboratively to advance healthcare. This is a comprehensive view of our publications and associated blog posts.

Blog Posts [more at Google Keyword Blog & Google Research Blog ]

by Karen DeSalvo

Google Keyword Blog | 19-Mar-2024

by Ronit Levavi Morad & Preeti Singh

Google Keyword Blog | 8-Mar-2024

Google Keyword Blog | 6-Feb-2024

by Aashima Gupta

Google Keyword Blog | 9-Jan-2024

by Jeff Dean, James Manyika, & Demis Hassabis

Google Research Blog | 22-Dec-2023

by Molly McHugh-Johnson

Google Keyword Blog | 20-Dec-2023

by Ivor Horn

Google Keyword Blog | 2-Nov-2023

by Yossi Mattia Shravya Shetty

Google Keyword Blog | 31-Oct-2023

by Yossi Mattias

Google Keyword Blog | 23-Oct-2023

by Nira Goren

Google Keyword Blog | 18-Oct-2023

by Michaell Howell

Google Keyword Blog | 9-Oct-2023

Google Keyword Blog | 3-Oct-2023

Google Keyword Blog | 18-Jul-2023

Blog Posts [more at Google Keyword Blog & Google AI Blog ]

by Susan Thomas

Google Keyword Blog | 5-Jul-2023

Google Keyword Blog | 13-Jun-2023

Google Keyword Blog | 23-May-2023

Google Keyword Blog | 22-May-2023

by Megan Jones Bell

Google Keyword Blog | 15-May-2023

Google Keyword Blog | 13-Apr-2023

Google Keyword Blog | 14-Mar-2023

by Greg Corrado & Yossi Matias

Google Research Blog | 23-Feb-2023

Google Keyword Blog | 26-Jan-2023

by Katie Malczyk

Google Keyword Blog | 17-Jan-2023

Google Keyword Blog | 5-Jan-2023

by Iz Conroy

Google Keyword Blog | 21-Dec-2022

by Hema Budaraju

Google Keyword Blog | 14-Dec-2022

Google Keyword Blog | 15-Nov-2022

Google Cloud Blog | 14-Nov-2022

by Jeff Dean

Google Keyword Blog | 2-Nov-2022

Google Keyword Blog | 27-Oct-2022

by Riva Sciuto

Google Keyword Blog | 19-Oct-2022

Google Keyword Blog | 12-Sep-2022

by Lauren Winer

Google Keyword Blog | 25-Aug-2022

by Anne Merritt

Google Keyword Blog | 20-Jul-2022

Google Keyword Blog | 17-May-2022

by Megan Jones Bell & Garth Graham

Google Keyword Blog | 10-May-2022

Google Keyword Blog | 24-Mar-2022

by Greg Corrado

Google Research Blog | 24-Mar-2022

by Paul Muret

Google Keyword Blog | 15-Mar-2022

Google Keyword Blog | 8-Mar-2022

Google Research Blog | 11-Jan-2022

Google Keyword Blog | 2-Dec-2021

Google Keyword Blog | 17-Oct-2021

by Alicia Cormie

Google Keyword Blog | 6-May-2021

Google Keyword Blog | 16-Apr-2021

Google Keyword Blog | 23- Feb-2021

Google Research Blog | 12-Jan-2021

by David Feinberg

LinkedIn Blog | 8-Dec-2020

by Dave Greenwood

Google Keyword Blog | 2-Dec-2020

by Anna Lurchenko

Google Design Blog | 29-Jul-2020

by Daniel Gillison, Jr

Google Keyword Blog | 28-May-2020

Google Research Blog | 9-Jan-2020

by Yun Liu & Po-Hsuan Cameron Chen

Google Research Blog | 10-Dec-2019

Google Keyword Blog | 20-Nov-2019

by Ruth Porat

Google Keyword Blog | 21-Oct-2019

by Dominic King

Google Keyword Blog | 18-Sep-2019

Google Research Blog | 15-Jan-2019

Google Keyword Blog | 17-Jun-2019

by Kent Walter

Google Keyword Blog | 13-Dec-2018

Google Research Blog | 12-Jan-2018

by Paula Schnurr & Teri Brister

Google Keyword Blog | 5-Dec-2017

by Mary Giliberti

Google Keyword Blog | 23-Aug-2017

by Katherine Chou

Google Research Blog | 17-May-2017

Google Research Blog | 12-Jan-2017

COVID-19 Blog Posts

Google Keyword Blog | 16-Jun-2022

COVID-19 Blog Posts [more at Google Keyword Blog ]

by Lauren Gallagher

Google Keyword Blog | 11-Feb-2022

Google Keyword Blog | 8-Dec-2021

by Tomer Shekel

Google Keyword Blog | 9-Jun-2021

by the COVID Response team, Google India

Google India Blog | 10-May-2021

Google Keyword Blog | 15-Apr-2021 [Spanish version]

by Stephen Ratcliffe

Google Keyword Blog | 24-Feb-2021

by Sundar Pichai

Google Keyword Blog | 25-Jan-2021

by Steph Hannon

Google Keyword Blog | 11-Dec-2020

by Karen DeSalvo & Kristie Canegallo

Google Keyword Blog | 10-Dec-2020

Google Keyword Blog | 24-Nov-2020 [Spanish version]

Google Keyword Blog

10-Nov-2020

Google Keyword Blog | 27-Oct-2020

Google Keyword Blog | 17-Sept-2020

by Mollie Javerbaum & Meghan Houghton

Google Keyword Blog | 10-Sep-2020

by Evgeniy Gabrilovich

Google Keyword Blog | 2-Sep-2020

by Dave Burke

Google Keyword Blog | 31-Jul-2020

by Apple & Google

Google Keyword Blog | 20-May-2020

by Megan Washam

Google Keyword Blog | 13-May-2020

Google Keyword Blog | 8-May-2020

Google Africa Blog

Google Africa Blog | 23-Apr-2020

Google Keyword Blog | 10-Apr-2020

by Julie Black

Google Keyword Blog | 6-Apr-2020

by Jen Fitzpatrick & Karen DeSalvo

Google Keyword Blog | 3-Apr-2020

by Emily Moxley

Google Keyword Blog | 21-Mar-2020

Google Keyword Blog | 15-Mar-2020

Google Keyword Blog | 6-Mar-2020

Lawrence, H. R., Schneider, R. A., Rubin, S. B., Mataric, M. J., McDuff, D. J. & Bell, M. J.

arXiv [cs.CL] (2024).

Graham, G., Goren, N., Sounderajah, V. & DeSalvo, K.

Nat. Med. (2024). [readcube]

Weng, W.-H., Sellergen, A., Kiraly, A. P., D’Amour, A., Park, J., Pilgrim, R., Pfohl, S., Lau, C., Natarajan, V., Azizi, S., Karthikesalingam, A., Cole-Lewis, H., Matias, Y., Corrado, G. S., Webster, D. R., Shetty, S., Prabhakara, S., Eswaran, K., Celi, L. A. G. & Liu, Y.

The Lancet Digital Health 6, e126–e130 (2024).

Howell M., Corrado G., DeSalvo K.

JAMA. 331(3):242–244 (2024).

Lehmann, L. S., Natarajan, V. & Peng, L. Chapter 39

(ed. Krittanawong, C.) Artificial Intelligence in Clinical Practice. 341–344 (Academic Press, 2024).

Lang, O., Traynis, I. & Liu, Y.

Nat Biomed Eng (2023). [readcube]

Deng, C.-Y., Mitani, A., Chen, C. W., Peng, L. H., Hammel, N. & Liu, Y

(eds. Yogesan, K., Goldschmidt, L., Cuadros, J. & Ricur, G.) 199–218. Springer International Publishing, 2023. [readcube]

Serghiou, S. & Rough, K.

Am. J. Epidemiol. (2023).

DeSalvo Karen B. & Howell Michael D.

NEJM Catalyst non-issue commentary (2023).

DeSalvo, K. B., Kadakia, K. T. & Chokshi, D. A.

JAMA Health Forum 2, e214051–e214051 (2021).

Kadakia, K. T., Howell, M. D. & DeSalvo, K. B.

JAMA 326, 385–386 (2021).

DeSalvo, K. B. & Kadakia, K. T.

Am. J. Public Health 111, S179–S181 (2021).

Sounderajah, V., Ashrafian, H., Rose, S., Shah, N. H., Ghassemi, M., Golub, R., Kahn, C. E., Jr, Esteva, A., Karthikesalingam, A., Mateen, B., Webster, D., Milea, D., Ting, D., Treanor, D., Cushnan, D., King, D., McPherson, D., Glocker, B., Greaves, F., Harling, L., Ordish, J., Cohen, J. F., Deeks, J., Leeflang, M., Diamond, M., McInnes, M. D. F., McCradden, M., Abràmoff, M. D., Normahani, P., Markar, S. R., Chang, S., Liu, X., Mallett, S., Shetty, S., Denniston, A., Collins, G. S., Moher, D., Whiting, P., Bossuyt, P. M. & Darzi, A.

Nat. Med. (2021).

Chen, P.-H. C., Mermel, C. H. & Liu, Y.

The Lancet Digital Health (2021). doi:10.1016/S2589-7500(21)00216-8

Kelly, C. J., Brown, A. P. Y. & Taylor, J. A.

(eds. Lidströmer, N. & Ashrafian, H.) 1–18 (Springer International Publishing, 2021).

Poplin, R., Zook, J. M. & DePristo, M.

JAMA 326, 268–269 (2021).

Mitani, A., Hammel, N. & Liu, Y.

Nature Biomedical Engineering 1–3 (2021). [readcube]

Esteva, A., Chou, K., Yeung, S., Naik, N., Madani, A., Mottaghi, A., Liu, Y., Topol, E., Dean, J. & Socher, R.

npj Digital Medicine 4, 5 (2021).

Steiner, D. F., Chen, P.-H. C. & Mermel, C. H.

Biochim. Biophys. Acta Rev. Cancer 1875, 188452 (2021).

Liu, Y., Yang, L., Phene, S. & Peng, L.

Artificial Intelligence in Medicine 247–264 (2021).

Warnert, E. A. H., Kasper, L., Meltzer, C. C., Lightfoote, J. B., Bucknor, M. D., Haroon, H., Duggan, G., Gowland, P., Wald, L., Miller, K. L., Morris, E. A. & Anazodo, U. C.

J. Magn. Reson. Imaging (2020). doi:10.1002/jmri.27476 [readcube]

Rakha, E. A., Toss, M., Shiino, S., Gamble, P., Jaroensri, R., Mermel, C. H. & Chen, P.-H. C.

J. Clin. Pathol. (2020). doi:10.1136/jclinpath-2020-206908

Sayres, R., Hammel, N. & Liu, Y.

Annals of Eye Science 5, 18–18 (2020).

Ibrahim, A., Gamble, P., Jaroensri, R., Abdelsamea, M. M., Mermel, C. H., Chen, P.-H. C. & Rakha, E. A.

Breast 49, 267–273 (2020).

Liu, Y., Chen, P.-H. C., Krause, J. & Peng, L.

JAMA 322, 1806–1816 (2019). [readcube]

Kelly, C. J., Karthikesalingam, A., Suleyman, M., Corrado, G., & King, D.

BMC Med. 17, 195 (2019).

Rajkomar, A., Hardt, M., Howell, M. D., Corrado, G., & Chin, M. H.

Ann. Intern. Med. 169(12):866-872 (2018).

Curiel-Lewandrowski, C., Novoa, R. A., Berry, E., Celebi, M. E., Codella, N., Giuste, F., Gutman, D., Halpern, A., Leachman, S., Liu, Y., Liu, Y., Reiter, O. & Tschandl, P.

599–628. Springer New York (2019).

Chen, C. P.-H., Liu, Y., & Peng, L.

Nat. Mater. 18, 410–414 (2019). [readcube]

Rajkomar, A., Dean, J., & Kohane I.

N. Engl. J. Med. 380:1347-1358 (2019).

Esteva, A., Robicquet, A., Ramsundar, B., Kuleshov, V., DePristo, M., Chou, K., Cui, C., Corrado, G., Thrun, S. & Dean, J.

Nat. Med. 25, 24–29 (2019). [readcube]

Rough K, Thompson J.

Ophthalmology. 125(8):1136-1138 (2018).

Wachter, R. M., Howell, M. D.

JAMA 320(1):25-26 (2018).

Cross-Specialty Applied AI

by Krishnamurthy (Dj) Dvijotham & Taylan Cemgil

Google Deepmind | 17-Jul-2023

by Shekoofeh Azizi & Laura Culp

Google Research Blog | 26-Apr-2023

by Alex D’Amour & Katherine Heller

Google Research Blog | 18-Oct-2021

by Shekoofeh Azizi

Google Research Blog | 13-Oct-2021

Publications

Reinke, A., Tizabi, M. D., Baumgartner, M., Eisenmann, M., Heckmann-Nötzel, D., Kavur, A. E., Rädsch, T., Sudre, C. H., Acion, L., Antonelli, M., Arbel, T., Bakas, S., Benis, A., Buettner, F., Cardoso, M. J., Cheplygina, V., Chen, J., Christodoulou, E., Cimini, B. A., Farahani, K., Ferrer, L., Galdran, A., van Ginneken, B., Glocker, B., Godau, P., Hashimoto, D. A., Hoffman, M. M., Huisman, M., Isensee, F., Jannin, P., Kahn, C. E., Kainmueller, D., Kainz, B., Karargyris, A., Kleesiek, J., Kofler, F., Kooi, T., Kopp-Schneider, A., Kozubek, M., Kreshuk, A., Kurc, T., Landman, B. A., Litjens, G., Madani, A., Maier-Hein, K., Martel, A. L., Meijering, E., Menze, B., Moons, K. G. M., Müller, H., Nichyporuk, B., Nickel, F., Petersen, J., Rafelski, S. M., Rajpoot, N., Reyes, M., Riegler, M. A., Rieke, N., Saez-Rodriguez, J., Sánchez, C. I., Shetty, S., Summers, R. M., Taha, A. A., Tiulpin, A., Tsaftaris, S. A., Van Calster, B., Varoquaux, G., Yaniv, Z. R., Jäger, P. F. & Maier-Hein, L.

Nat. Methods 21, 182–194 (2024). [readcube]

Brown, A., Tomasev, N., Freyberg, J., Liu, Y., Karthikesalingam, A. & Schrouff, J.

Nat. Commun. 14, 4314 (2023).

Dvijotham, K., Winkens, J., Barsbey, M., Ghaisas, S., Stanforth, R., Pawlowski, N., Strachan, P., Ahmed, Z., Azizi, S., Bachrach, Y., Culp, L., Daswani, M., Freyberg, J., Kelly, C., Kiraly, A., Kohlberger, T., McKinney, S., Mustafa, B., Natarajan, V., Geras, K., Witowski, J., Qin, Z. Z., Creswell, J., Shetty, S., Sieniek, M., Spitz, T., Corrado, G., Kohli, P., Cemgil, T. & Karthikesalingam, A.

Nat. Med. 1–7 (2023).

Azizi, S., Culp, L., Freyberg, J., Mustafa, B., Baur, S., Kornblith, S., Chen, T., Tomasev, N., Mitrović, J., Strachan, P., Mahdavi, S. S., Wulczyn, E., Babenko, B., Walker, M., Loh, A., Chen, P.-H. C., Liu, Y., Bavishi, P., McKinney, S. M., Winkens, J., Roy, A. G., Beaver, Z., Ryan, F., Krogue, J., Etemadi, M., Telang, U., Liu, Y., Peng, L., Corrado, G. S., Webster, D. R., Fleet, D., Hinton, G., Houlsby, N., Karthikesalingam, A., Norouzi, M. & Natarajan, V.

Nature Biomedical Engineering 1–24 (2023). [readcube]

Schrouff, J., Harris, N., Koyejo, O. O., Alabdulmohsin, I., Schnider, E., Opsahl-Ong, K., Brown, A., Roy, S., Mincu, D., Chen, C., Dieng, A., Liu, Y., Natarajan, V., Karthikesalingam, A., Heller, K. A., Chiappa, S. & D’Amour, A.

NeurIPS (2022).

McKinney, S. M.

medRxiv (2022).

Freeman, B., Hammel, N., Phene, S., Huang, A., Ackermann, R., Kanzheleva, O., Hutson, M., Taggart, C., Duong, Q. & Sayres, R.

HCOMP 9, 60–71 (2021).

Azizi, S., Mustafa, B., Ryan, F., Beaver, Z., Freyberg, J., Deaton, J., Loh, A., Karthikesalingam, A., Kornblith, S., Chen, T., Natarajan, V. & Norouzi, M.

Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) 3478–3488 (2021).

Sadilek, A., Liu, L., Nguyen, D., Kamruzzaman, M., Serghiou, S., Rader, B., Ingerman, A., Mellem, S., Kairouz, P., Nsoesie, E. O., MacFarlane, J., Vullikanti, A., Marathe, M., Eastham, P., Brownstein, J. S., Arcas, B. A. Y., Howell, M. D. & Hernandez, J.

NPJ Digit Med 4, 132 (2021).

Mustafa, B., Loh, A., Freyberg, J., MacWilliams, P., Karthikesalingam, A., Houlsby, N. & Natarajan, V.

arXiv [cs.CV] (2021).

arXiv [eess.IV] (2021).

D’Amour, A., Heller, K., Moldovan, D., Adlam, B., Alipanahi, B., Beutel, A., Chen, C., Deaton, J., Eisenstein, J., Hoffman, M. D., Hormozdiari, F., Houlsby, N., Hou, S., Jerfel, G., Karthikesalingam, A., Lucic, M., Ma, Y., McLean, C., Mincu, D., Mitani, A., Montanari, A., Nado, Z., Natarajan, V., Nielson, C., Osborne, T. F., Raman, R., Ramasamy, K., Sayres, R., Schrouff, J., Seneviratne, M., Sequeira, S., Suresh, H., Veitch, V., Vladymyrov, M., Wang, X., Webster, K., Yadlowsky, S., Yun, T., Zhai, X. & Sculley, D.

arXiv [cs.LG] (2020).

Winkens, J., Bunel, R., Roy, A. G., Stanforth, R., Natarajan, V., Ledsam, J. R., MacWilliams, P., Kohli, P., Karthikesalingam, A., Kohl, S., Cemgil, T., Ali Eslami, S. M. & Ronneberger, O.

Hartman, T., Howell, M., Dean, J., Hoory, S., Slyper, R., Laish, I., Gilon, O, Vainstein, D., Corrado, G., Chou, K., Po, M., Williams, J., Ellis, S., Bee, G., Hassidim, A., Amira, R., Beryozkin, G., Szpektor, I., & Matias, Y.

BMC (2020).

Dermatology

by Pooja Rao

Google Research Blog | 19-Mar-2024

by Mike Schaekermann & Ivor Horn

Google Research Blog | 15-Mar-2024

by Dave Steiner & Rory Pilgrim

Google Research Blog | 8-Mar-2024

by Lou Wang

Google Keyword Blog | 14-Jun-2023

Google Keyword Blog | 08-Feb-2022

by Abhijit Guha Roy & Jie Ren

Google Research Blog | 27-Jan-2022

by Miles Hutson & Aaron Loh

TensorFlow Blog | 11-Oct-2021

by Peggy Bui & Yuan Liu

Google Keyword Blog | 18-May-2021

by Ayush Jain & Peggy Bui

Google Keyword Blog | 28-Apr-2021

by Timo Kohlberger & Yuan Liu

Google Research Blog | 19-Feb-2020

by Yuan Liu & Peggy Bui

Google Research Blog | 12-Sep-2019

Schaekermann, M., Spitz, T., Pyles, M., Cole-Lewis, H., Wulczyn, E., Pfohl, S. R., Martin, D., Jr, Jaroensri, R., Keeling, G., Liu, Y., Farquhar, S., Xue, Q., Lester, J., Hughes, C., Strachan, P., Tan, F., Bui, P., Mermel, C. H., Peng, L. H., Matias, Y., Corrado, G. S., Webster, D. R., Virmani, S., Semturs, C., Liu, Y., Horn, I. & Cameron Chen, P.-H.

eClinicalMedicine (2024).

Rikhye, R. V., Hong, G. E., Singh, P., Smith, M. A., Loh, A., Muralidharan, V., Wong, D., Sayres, R., Phung, M., Betancourt, N., Fong, B., Sahasrabudhe, R., Nasim, K., Eschholz, A., Matias, Y., Corrado, G. S., Chou, K., Webster, D. R., Bui, P., Liu, Y., Liu, Y., Ko, J. & Lin, S.

Mayo Clinic Proceedings: Digital Health (2024).

Alabdulmohsin, I.M., Schrouff, J., Koyejo, S.

35. NeurIPS (2022).

Vemulapalli, R., Morningstar, W. R., Mansfield, P. A., Eichner, H., Singhal, K., Afkanpour, A. & Green, B.

arXiv [cs.LG] (2022).

Huang, S. J., Liu, Y., Kanada, K., Corrado, G. S., Webster, D. R., Peng, L., Bui, P. & Liu, Y.

Skin Health and Disease (2021).

Guha Roy, A., Ren, J., Azizi, S., Loh, A., Natarajan, V., Mustafa, B., Pawlowski, N., Freyberg, J., Liu, Y., Beaver, Z., Vo, N., Bui, P., Winter, S., MacWilliams, P., Corrado, G. S., Telang, U., Liu, Y., Cemgil, T., Karthikesalingam, A., Lakshminarayanan, B. & Winkens, J.

Med. Image Analysis. 75, 102274 (2021). [ reading link ]

Weng, W.-H., Deaton, J., Natarajan, V., Elsayed, G. F. & Liu, Y.

JAMA Netw Open 4, e217249–e217249 (2021).

Machine Learning for Health NeurIPS Workshop (ML4H), PMLR 136:415-429 (2020).

Singh, N., Lee, K., Coz, D., Angermueller, C., Huang, S., Loh, A. & Liu, Y.

in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) 3172–3181 (2020).

Liu, Y., Jain, A., Eng, C., Way, D. H., Lee, K., Bui, P., Kanada, K., de Oliveira Marinho, G., Gallegos, J., Gabriele, S., Gupta, V., Singh, N., Natarajan, V., Hofmann-Wellenhof, R., Corrado, G. S., Peng, L. H., Webster, D. R., Ai, D., Huang, S., Liu, Y., Carter Dunn, R. & Coz, D.

Nat. Med. (2020). [readcube]

Ghorbani, A., Natarajan, V., Coz, D. & Liu, Y.

Machine Learning for Health NeurIPS Workshop (ML4H), PMLR 116:155-170 (2020).

Eng, C., Liu, Y. & Bhatnagar, R.

Br. J. Dermatol. (2019). readcube

by Yossi Matias & Ehud Rivlin

Google Research Blog | 5-Aug-2021

by Robin Suchan

Verily Press | 5-Aug-2021

by Daniel Freedman & Ehud Rivlin

Google Research Blog | 28-Aug-2020

Golany, T., Aides, A., Freedman, D., Rabani, N., Liu, Y., Rivlin, E., Corrado, G. S., Matias, Y., Khoury, W., Kashtan, H. & Reissman, P.

Surg. Endosc. (2022).

Livovsky, D. M., Veikherman, D., Golany, T., Aides, A., Dashinsky, V., Rabani, N., Ben Shimol, D., Blau, Y., Katzir, L., Shimshoni, I., Liu, Y., Segol, O., Goldin, E., Corrado, G., Lachter, J., Matias, Y., Rivlin, E. & Freedman, D.

Gastrointest. Endosc. (2021).

Freedman, D., Blau, Y., Katzir, L., Aides, A., Shimshoni, I., Veikherman, D., Golany, T., Gordon, A., Corrado, G., Matias, Y. & Rivlin, E.

IEEE Trans. Med. Imaging 1–1 (2020).

Epidemiological Forecasting

by Joel Shor & Sercan Arik

by Tomas Pfister

Google Cloud Blog | 15-Nov-2020

by Dario Sava

Google Cloud Blog | 3-Aug-2020

Tsai, T. C., Arik, S., Jacobson, B. H., Yoon, J., Yoder, N., Sava, D., Mitchell, M., Graham, G. & Pfister, T.

NPJ Digit Med 5, 59 (2022).

Cramer, E. Y., Ray, E. L., Lopez, V. K., Bracher, J., Brennen, A., Castro Rivadeneira, A. J., Gerding, A., Gneiting, T., House, K. H., Huang, Y., Jayawardena, D., Kanji, A. H., Khandelwal, A., Le, K., Mühlemann, A., Niemi, J., Shah, A., Stark, A., Wang, Y., Wattanachit, N., Zorn, M. W., Gu, Y., Jain, S., Bannur, N., Deva, A., Kulkarni, M., Merugu, S., Raval, A., Shingi, S., Tiwari, A., White, J., Abernethy, N. F., Woody, S., Dahan, M., Fox, S., Gaither, K., Lachmann, M., Meyers, L. A., Scott, J. G., Tec, M., Srivastava, A., George, G. E., Cegan, J. C., Dettwiller, I. D., England, W. P., Farthing, M. W., Hunter, R. H., Lafferty, B., Linkov, I., Mayo, M. L., Parno, M. D., Rowland, M. A., Trump, B. D., Zhang-James, Y., Chen, S., Faraone, S. V., Hess, J., Morley, C. P., Salekin, A., Wang, D., Corsetti, S. M., Baer, T. M., Eisenberg, M. C., Falb, K., Huang, Y., Martin, E. T., McCauley, E., Myers, R. L., Schwarz, T., Sheldon, D., Gibson, G. C., Yu, R., Gao, L., Ma, Y., Wu, D., Yan, X., Jin, X., Wang, Y.-X., Chen, Y., Guo, L., Zhao, Y., Gu, Q., Chen, J., Wang, L., Xu, P., Zhang, W., Zou, D., Biegel, H., Lega, J., McConnell, S., Nagraj, V. P., Guertin, S. L., Hulme-Lowe, C., Turner, S. D., Shi, Y., Ban, X., Walraven, R., Hong, Q.-J., Kong, S., van de Walle, A., Turtle, J. A., Ben-Nun, M., Riley, S., Riley, P., Koyluoglu, U., DesRoches, D., Forli, P., Hamory, B., Kyriakides, C., Leis, H., Milliken, J., Moloney, M., Morgan, J., Nirgudkar, N., Ozcan, G., Piwonka, N., Ravi, M., Schrader, C., Shakhnovich, E., Siegel, D., Spatz, R., Stiefeling, C., Wilkinson, B., Wong, A., Cavany, S., España, G., Moore, S., Oidtman, R., Perkins, A., Kraus, D., Kraus, A., Gao, Z., Bian, J., Cao, W., Lavista Ferres, J., Li, C., Liu, T.-Y., Xie, X., Zhang, S., Zheng, S., Vespignani, A., Chinazzi, M., Davis, J. T., Mu, K., Pastore Y Piontti, A., Xiong, X., Zheng, A., Baek, J., Farias, V., Georgescu, A., Levi, R., Sinha, D., Wilde, J., Perakis, G., Bennouna, M. A., Nze-Ndong, D., Singhvi, D., Spantidakis, I., Thayaparan, L., Tsiourvas, A., Sarker, A., Jadbabaie, A., Shah, D., Della Penna, N., Celi, L. A., Sundar, S., Wolfinger, R., Osthus, D., Castro, L., Fairchild, G., Michaud, I., Karlen, D., Kinsey, M., Mullany, L. C., Rainwater-Lovett, K., Shin, L., Tallaksen, K., Wilson, S., Lee, E. C., Dent, J., Grantz, K. H., Hill, A. L., Kaminsky, J., Kaminsky, K., Keegan, L. T., Lauer, S. A., Lemaitre, J. C., Lessler, J., Meredith, H. R., Perez-Saez, J., Shah, S., Smith, C. P., Truelove, S. A., Wills, J., Marshall, M., Gardner, L., Nixon, K., Burant, J. C., Wang, L., Gao, L., Gu, Z., Kim, M., Li, X., Wang, G., Wang, Y., Yu, S., Reiner, R. C., Barber, R., Gakidou, E., Hay, S. I., Lim, S., Murray, C., Pigott, D., Gurung, H. L., Baccam, P., Stage, S. A., Suchoski, B. T., Prakash, B. A., Adhikari, B., Cui, J., Rodríguez, A., Tabassum, A., Xie, J., Keskinocak, P., Asplund, J., Baxter, A., Oruc, B. E., Serban, N., Arik, S. O., Dusenberry, M., Epshteyn, A., Kanal, E., Le, L. T., Li, C.-L., Pfister, T., Sava, D., Sinha, R., Tsai, T., Yoder, N., Yoon, J., Zhang, L., Abbott, S., Bosse, N. I., Funk, S., Hellewell, J., Meakin, S. R., Sherratt, K., Zhou, M., Kalantari, R., Yamana, T. K., Pei, S., Shaman, J., Li, M. L., Bertsimas, D., Skali Lami, O., Soni, S., Tazi Bouardi, H., Ayer, T., Adee, M., Chhatwal, J., Dalgic, O. O., Ladd, M. A., Linas, B. P., Mueller, P., Xiao, J., Wang, Y., Wang, Q., Xie, S., Zeng, D., Green, A., Bien, J., Brooks, L., Hu, A. J., Jahja, M., McDonald, D., Narasimhan, B., Politsch, C., Rajanala, S., Rumack, A., Simon, N., Tibshirani, R. J., Tibshirani, R., Ventura, V., Wasserman, L., O’Dea, E. B., Drake, J. M., Pagano, R., Tran, Q. T., Ho, L. S. T., Huynh, H., Walker, J. W., Slayton, R. B., Johansson, M. A., Biggerstaff, M. & Reich, N. G.

Proc. Natl. Acad. Sci. U. S. A. 119, e2113561119 (2022).

Arık, S. Ö., Shor, J., Sinha, R., Yoon, J., Ledsam, J. R., Le, L. T., Dusenberry, M. W., Yoder, N. C., Popendorf, K., Epshteyn, A., Euphrosine, J., Kanal, E., Jones, I., Li, C.-L., Luan, B., Mckenna, J., Menon, V., Singh, S., Sun, M., Ravi, A. S., Zhang, L., Sava, D., Cunningham, K., Kayama, H., Tsai, T., Yoneoka, D., Nomura, S., Miyata, H. & Pfister, T.

NPJ Digit Med 4, 146 (2021).

Kapoor, A., Ben, X., Liu, L., Perozzi, B., Barnes, M., Blais, M. & O’Banion, S.

Arik, Li, Yoon, Sinha, Epshteyn, Le, Menon, Singh, Zhang, Nikoltchev, Sonthalia, Nakhost, Kanal & Pfister.

Adv. Neural Inf. Process. Syst. 2020.

Eye Diseases

by Michelle Budzyna & Molly McHugh-Johnson

Google Keyword Blog | 27-Sep-2023

by Kasumi Widner

Google Keyword Blog | 30-May-2023

by Angus Turner

Google Australia Blog | 7-Mar-2023

by Emma Beede

Google Keyword Blog | 25-Apr-2020

by Kasumi Widner & Sunny Virmani

Google Keyword Blog | 25-Feb-2019

Verily Blog | 25-Feb-2019

by Rory Sayres & Jonathan Krause

Google Research Blog | 13-Dec-2018

by Mustafa Suleyman

DeepMind Blog | 13-Aug-2018

by Lily Peng

Google Keyword Blog | 29-Nov-2016

by Lily Peng & Varun Gulshan

Google Research Blog | 29-Nov-2016

Bora, A., Tiwari, R., Bavishi, P., Virmani, S., Huang, R., Traynis, I., Corrado, G. S., Peng, L., Webster, D. R., Varadarajan, A. V., Pattanapongpaiboon, W., Chopra, R. & Ruamviboonsuk, P.

Transl. Vis. Sci. Technol. 12, 11 (2023).

Widner, K., Virmani, S., Krause, J., Nayar, J., Tiwari, R., Pedersen, E. R., Jeji, D., Hammel, N., Matias, Y., Corrado, G. S., Liu, Y., Peng, L. & Webster, D. R.

Nat. Med. 1–3 (2023). [readcube]

Srisubat, A., Kittrongsiri, K., Sangroongruangsri, S., Khemvaranan, C., Shreibati, J. B., Ching, J., Hernandez, J., Tiwari, R., Hersch, F., Liu, Y., Hanutsaha, P., Ruamviboonsuk, V., Turongkaravee, S., Raman, R. & Ruamviboonsuk, P.

Ophthalmol Ther (2023).

Chia, M. A., Hersch, F., Sayres, R., Bavishi, P., Tiwari, R., Keane, P. A. & Turner, A. W.

Br. J. Ophthalmol. (2023).

Ruamviboonsuk, P., Tiwari, R., Sayres, R., Nganthavee, V., Hemarat, K., Kongprayoon, A., Raman, R., Levinstein, B., Liu, Y., Schaekermann, M., Lee, R., Virmani, S., Widner, K., Chambers, J., Hersch, F., Peng, L. & Webster, D. R.

The Lancet Digital Health (2022).

Pedersen Elin Rønby, Cuadros Jorge, Khan Mahbuba, Fleischmann Sybille, Wolff Gregory, Hammel Naama, Liu Yun & Leung Geoffrey.

NEJM Catalyst (2021).

Wilson, M., Chopra, R., Wilson, M. Z., Cooper, C., MacWilliams, P., Liu, Y., Wulczyn, E., Florea, D., Hughes, C. O., Karthikesalingam, A., Khalid, H., Vermeirsch, S., Nicholson, L., Keane, P. A., Balaskas, K. & Kelly, C. J.

JAMA Ophthalmol. (2021).

Limwattanayingyong, J., Nganthavee, V., Seresirikachorn, K., Singalavanija, T., Soonthornworasiri, N., Ruamviboonsuk, V., Rao, C., Raman, R., Grzybowski, A., Schaekermann, M., Peng, L. H., Webster, D. R., Semturs, C., Krause, J., Sayres, R., Hersch, F., Tiwari, R., Liu, Y. & Ruamviboonsuk, P.

Journal of Diabetes Research, 1–8 (2020).

Hsu J, Phene S, Mitani A, Luo J, Hammel N, Krause J, Sayres R.

in ACM-CHIL [arXiv] (2020)

Bresnick, G., Cuadros, J. A., Khan, M., Fleischmann, S., Wolff, G., Limon, A., Chang, J., Jiang, L., Cuadros, P. & Pedersen, E. R.

BMJ Open Diabetes Research and Care 8, e001154 (2020).

Beede, E., Baylor, E., Hersch, F., Iurchenko, A., Wilcox, L., Ruamviboonsuk, P. & Vardoulakis, L. M.

Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems 1–12. Association for Computing Machinery (2020).

Schaekermann, M., Cai, C. J., Huang, A. E. & Sayres, R.

Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems 1–13. Association for Computing Machinery (2020).

Phene, S., Dunn, R. C., Hammel, N., Liu, Y., Krause, J., Kitade, N., Schaekermann, M., Sayres, R., Wu, D. J., Bora, A., Semturs, C., Misra, A., Huang, A. E., Spitze, A., Medeiros, F. A., Maa, A. Y., Gandhi, M., Corrado, G. S., Peng, L. & Webster, D. R.

Ophthalmology 126, 1627–1639 (2019).

Schaekermann, M., Hammel, N., Terry, M., Ali, T. K., Liu, Y., Basham, B., Campana, B., Chen, W., Ji, X., Krause, J., Corrado, G. S., Peng, L., Webster, D. R., Law, E. & Sayres, R.

Transl. Vis. Sci. Technol. 8, 40 (2019).

Gulshan, V., Rajan, R. P., Widner, K., Wu, D., Wubbels, P., Rhodes, T., Whitehouse, K., Coram, M., Corrado, G., Ramasamy, K., Raman, R., Peng, L. & Webster, D. R.

JAMA Ophthalmol. (2019).

Ruamviboonsuk, P., Krause, J., Chotcomwongse, P., Sayres, R., Raman, R., Widner, K., Campana, B. J. L., Phene, S., Hemarat, K., Tadarati, M., Silpa-Archa, S., Limwattanayingyong, J., Rao, C., Kuruvilla, O., Jung, J., Tan, J., Orprayoon, S., Kangwanwongpaisan, C., Sukumalpaiboon, R., Luengchaichawang, C., Fuangkaew, J., Kongsap, P., Chualinpha, L., Saree, S., Kawinpanitan, S., Mitvongsa, K., Lawanasakol, S., Thepchatri, C., Wongpichedchai, L., Corrado, G. S., Peng, L. & Webster, D. R.

npj Digit Med 2, 25 (2019).

Sayres, R., Taly, A., Rahimy, E., Blumer, K., Coz, D., Hammel, N., Krause, J., Narayanaswamy, A., Rastegar, Z., Wu, D., Xu, S., Barb, S., Joseph, A., Shumski, M., Smith, J., Sood, A. B., Corrado, G. S., Peng, L. & Webster, D. R.

Ophthalmology 126, 552–564 (2019).

Fauw, J., Ledsam, J.R., Romera-Paredes, B., Nikolov, S., Tomasev, N., Blackwell, S., Askham, H., Glorot, X., O’Donoghue, B., Visentin, D., van den Driessche, G., Lakshminarayanan, B., Meyer, C., Mackinder, F., Bouton, S., Ayoub, K., Chopra, R., King, D., Karthikesalingam, A., Hughes, C.O., Raine, R., Hughes, J., Sim, D. A., Egan, C., Tufail, A., Montgomery, H., Hassabis, D., Rees, G., Back, T., Khaw, P.T., Suleyman, M., Cornebise, J., Keane, P.A., & Ronneberger, O.

Nat. Med. 24, 1342–1350 (2018). [readcube]

Krause, J., Gulshan, V., Rahimy, E., Karth, P., Widner, K., Corrado, G. S., Peng, L., & Webster, D.R.

Ophthalmology 125, 1264–1272 (2018). [arXiv]

Bouskill, K., Smith-Morris, C., Bresnick, G., Cuadros, J. & Pedersen, E. R.

BMC Health Services Research 18, (2018).

Smith-Morris, C., Bresnick, G. H., Cuadros, J., Bouskill, K. E. & Pedersen, E. R.

Med. Anthropol. 39, 109–122 (2018).

Guan, M., Gulshan, V., Dai, A, Hinton, G.

AAAI Conference on Artificial Intelligence (2018).

Gulshan, V., Peng, L., Coram, M., Stumpe, M. C., Wu, D., Narayanaswamy, A., Venugopalan, S., Widner, K., Madams, T., Cuadros, J., Ramasamy, K., Nelson, P., Mega, J., & Webster, D.

JAMA 316, 2402–2410 (2016).

Blog Posts [more at Fitbit Blog ]

Google Keyword Blog | 6-Mar-2024

by Mike Darling

Google Keyword Blog | 24-Jan-2024

by Javier L. Prieto

Google Keyword Blog | 17-Jan-2024

by Amy McDonough

Google Keyword Blog | 26-Oct-2023

Google Keyword Blog | 19-Oct-2023

by Sandeep Waraich

Google Keyword Blog | 4-Oct-2023

by TJ Varghese

Google Keyword Blog | 28-Sep-2023

by Maggie Stanphill & Bhanu Narasimhan

Google Keyword Blog | 1-Aug-2023

by Elena Perez & Samy Abdel-Ghaffer

Google Keyword Blog | 2-Jun-2023

by Elena Perez

Google Keyword Blog | 4-May-2023

Google Keyword Blog | 16-Mar-2023

by Zahra Barnes

Google Keyword Blog | 20-Dec-2022

Google Keyword Blog | 6-Oct-2022

Google Keyword Blog | 29-Sep-2022

Google Keyword Blog | 24-Aug-2022

by The Fitbit Team

Google Keyword Blog | 22-Jun-2022

Google Keyword Blog | 11-Apr-2022

Speed, C., Arneil, T., Harle, R., Wilson, A., Karthikesalingam, A., McConnell, M. & Phillips, J.

PLOS Digit Health 2, e0000236 (2023).

Lubitz, S. A., Faranesh, A. Z., Selvaggi, C., Atlas, S. J., McManus, D. D., Singer, D. E., Pagoto, S., McConnell, M. V., Pantelopoulos, A. & Foulkes, A. S.

Circulation (2022).

Natarajan, A., Su, H.-W. & Heneghan, C.

Front. Physiol. 13, 898251 (2022).

Natarajan, A., Su, H.-W., Heneghan, C., Blunt, L., O’Connor, C. & Niehaus, L.

NPJ Digit Med 4, 136 (2021).

Blog Posts [more at DeepVariant Blog ]

by Andrew Carroll

Google Keyword Blog | 10-May-2023

by Andrew Carroll & Kishwar Shafin

Google Research Blog | 10-May-2023

Babak Behsaz & Andrew Carroll

Google Research Blog | 27-Apr-2023

by Sara Ahadi & Andrew Carroll

Google Research Blog | 11-Apr-2023

Google Keyword Blog | 26-Oct-2022

by Andrew Carroll & Pi-Chuan Chang

Google Keyword Blog | 13-Jan-2022

by Farhad Hormozdiari & Andrew Carroll

Google Open Source Blog | 11-Jan-2022

by Andrew Carroll & Cory McLean

Google Research Blog | 23-Jun-2021

Google Research Blog | 18-Sep-2020

by Pi-Chuan Chang & Lizzie Dorfman

Google Research Blog | 19-Apr-2018

by Mark DePristo & Ryan Poplin

Google Research Blog | 4-Dec-2017

by Phing Lee

Google Keyword Blog | 17-Nov-2017

Kolmogorov, M., Billingsley, K. J., Mastoras, M., Meredith, M., Monlong, J., Lorig-Roach, R., Asri, M., Alvarez Jerez, P., Malik, L., Dewan, R., Reed, X., Genner, R. M., Daida, K., Behera, S., Shafin, K., Pesout, T., Prabakaran, J., Carnevali, P., Yang, J., Rhie, A., Scholz, S. W., Traynor, B. J., Miga, K. H., Jain, M., Timp, W., Phillippy, A. M., Chaisson, M., Sedlazeck, F. J., Blauwendraat, C. & Paten, B.

Nat. Methods 20, 1483–1492 (2023).

Rhie, A., Nurk, S., Cechova, M., Hoyt, S. J., Taylor, D. J., Altemose, N., Hook, P. W., Koren, S., Rautiainen, M., Alexandrov, I. A., Allen, J., Asri, M., Bzikadze, A. V., Chen, N.-C., Chin, C.-S., Diekhans, M., Flicek, P., Formenti, G., Fungtammasan, A., Garcia Giron, C., Garrison, E., Gershman, A., Gerton, J. L., Grady, P. G. S., Guarracino, A., Haggerty, L., Halabian, R., Hansen, N. F., Harris, R., Hartley, G. A., Harvey, W. T., Haukness, M., Heinz, J., Hourlier, T., Hubley, R. M., Hunt, S. E., Hwang, S., Jain, M., Kesharwani, R. K., Lewis, A. P., Li, H., Logsdon, G. A., Lucas, J. K., Makalowski, W., Markovic, C., Martin, F. J., Mc Cartney, A. M., McCoy, R. C., McDaniel, J., McNulty, B. M., Medvedev, P., Mikheenko, A., Munson, K. M., Murphy, T. D., Olsen, H. E., Olson, N. D., Paulin, L. F., Porubsky, D., Potapova, T., Ryabov, F., Salzberg, S. L., Sauria, M. E. G., Sedlazeck, F. J., Shafin, K., Shepelev, V. A., Shumate, A., Storer, J. M., Surapaneni, L., Taravella Oill, A. M., Thibaud-Nissen, F., Timp, W., Tomaszkiewicz, M., Vollger, M. R., Walenz, B. P., Watwood, A. C., Weissensteiner, M. H., Wenger, A. M., Wilson, M. A., Zarate, S., Zhu, Y., Zook, J. M., Eichler, E. E., O’Neill, R. J., Schatz, M. C., Miga, K. H., Makova, K. D. & Phillippy, A. M.

Nature (2023).

Liao, W.-W., Asri, M., Ebler, J., Doerr, D., Haukness, M., Hickey, G., Lu, S., Lucas, J. K., Monlong, J., Abel, H. J., Buonaiuto, S., Chang, X. H., Cheng, H., Chu, J., Colonna, V., Eizenga, J. M., Feng, X., Fischer, C., Fulton, R. S., Garg, S., Groza, C., Guarracino, A., Harvey, W. T., Heumos, S., Howe, K., Jain, M., Lu, T.-Y., Markello, C., Martin, F. J., Mitchell, M. W., Munson, K. M., Mwaniki, M. N., Novak, A. M., Olsen, H. E., Pesout, T., Porubsky, D., Prins, P., Sibbesen, J. A., Sirén, J., Tomlinson, C., Villani, F., Vollger, M. R., Antonacci-Fulton, L. L., Baid, G., Baker, C. A., Belyaeva, A., Billis, K., Carroll, A., Chang, P.-C., Cody, S., Cook, D. E., Cook-Deegan, R. M., Cornejo, O. E., Diekhans, M., Ebert, P., Fairley, S., Fedrigo, O., Felsenfeld, A. L., Formenti, G., Frankish, A., Gao, Y., Garrison, N. A., Giron, C. G., Green, R. E., Haggerty, L., Hoekzema, K., Hourlier, T., Ji, H. P., Kenny, E. E., Koenig, B. A., Kolesnikov, A., Korbel, J. O., Kordosky, J., Koren, S., Lee, H., Lewis, A. P., Magalhães, H., Marco-Sola, S., Marijon, P., McCartney, A., McDaniel, J., Mountcastle, J., Nattestad, M., Nurk, S., Olson, N. D., Popejoy, A. B., Puiu, D., Rautiainen, M., Regier, A. A., Rhie, A., Sacco, S., Sanders, A. D., Schneider, V. A., Schultz, B. I., Shafin, K., Smith, M. W., Sofia, H. J., Abou Tayoun, A. N., Thibaud-Nissen, F., Tricomi, F. F., Wagner, J., Walenz, B., Wood, J. M. D., Zimin, A. V., Bourque, G., Chaisson, M. J. P., Flicek, P., Phillippy, A. M., Zook, J. M., Eichler, E. E., Haussler, D., Wang, T., Jarvis, E. D., Miga, K. H., Garrison, E., Marschall, T., Hall, I. M., Li, H. & Paten, B.

Nature 617, 312–324 (2023).

Cosentino, J., Behsaz, B., Alipanahi, B., McCaw, Z. R., Hill, D., Schwantes-An, T.-H., Lai, D., Carroll, A., Hobbs, B. D., Cho, M. H., McLean, C. Y. & Hormozdiari, F.

Nat. Genet. (2023).

Liu, D., Belyaeva, A., Shafin, K., Chang, P.-C., Carroll, A. & Cook, D. E.

bioRxiv (2022).

Belyaeva, A., Shor, J., Cook, D. E., Shafin, K., Liu, D., Töpfer, A., Wenger, A. M., Rowell, W. J., Yang, H., Kolesnikov, A., McLean, C. Y., Nattestad, M., Carroll, A. & Chang, P.-C.

Yuan, B., McLean, C. Y., Hormozdiari, F. I. & Cosentino, J.

Baid, G., Cook, D. E., Shafin, K., Yun, T., Llinares-López, F., Berthet, Q., Belyaeva, A., Töpfer, A., Wenger, A. M., Rowell, W. J., Yang, H., Kolesnikov, A., Ammar, W., Vert, J.-P., Vaswani, A., McLean, C. Y., Nattestad, M., Chang, P.-C. & Carroll, A.

Nat. Biotechnol. (2022).

Wagner, J., Olson, N. D., Harris, L., Khan, Z., Farek, J., Mahmoud, M., Stankovic, A., Kovacevic, V., Yoo, B., Miller, N., Rosenfeld, J. A., Ni, B., Zarate, S., Kirsche, M., Aganezov, S., Schatz, M. C., Narzisi, G., Byrska-Bishop, M., Clarke, W., Evani, U. S., Markello, C., Shafin, K., Zhou, X., Sidow, A., Bansal, V., Ebert, P., Marschall, T., Lansdorp, P., Hanlon, V., Mattsson, C.-A., Barrio, A. M., Fiddes, I. T., Xiao, C., Fungtammasan, A., Chin, C.-S., Wenger, A. M., Rowell, W. J., Sedlazeck, F. J., Carroll, A., Salit, M. & Zook, J. M.

Cell Genom 2, (2022).

Markello, C., Huang, C., Rodriguez, A., Carroll, A., Chang, P.-C., Eizenga, J., Markello, T., Haussler, D. & Paten, B.

Genome Res. 32, 893–903 (2022).

Goenka, S. D., Gorzynski, J. E., Shafin, K., Fisk, D. G., Pesout, T., Jensen, T. D., Monlong, J., Chang, P.-C., Baid, G., Bernstein, J. A., Christle, J. W., Dalton, K. P., Garalde, D. R., Grove, M. E., Guillory, J., Kolesnikov, A., Nattestad, M., Ruzhnikov, M. R. Z., Samadi, M., Sethia, A., Spiteri, E., Wright, C. J., Xiong, K., Zhu, T., Jain, M., Sedlazeck, F. J., Carroll, A., Paten, B. & Ashley, E. A.

Gorzynski, J. E., Goenka, S. D., Shafin, K., Jensen, T. D., Fisk, D. G., Grove, M. E., Spiteri, E., Pesout, T., Monlong, J., Baid, G., Bernstein, J. A., Ceresnak, S., Chang, P.-C., Christle, J. W., Chubb, H., Dalton, K. P., Dunn, K., Garalde, D. R., Guillory, J., Knowles, J. W., Kolesnikov, A., Ma, M., Moscarello, T., Nattestad, M., Perez, M., Ruzhnikov, M. R. Z., Samadi, M., Setia, A., Wright, C., Wusthoff, C. J., Xiong, K., Zhu, T., Jain, M., Sedlazeck, F. J., Carroll, A., Paten, B. & Ashley, E. A.

N. Engl. J. Med. (2022).

Gorzynski, J. E., Goenka, S. D., Shafin, K., Jensen, T. D., Fisk, D. G., Grove, M. E., Spiteri, E., Pesout, T., Monlong, J., Bernstein, J. A., Ceresnak, S., Chang, P.-C., Christle, J. W., Chubb, H., Dunn, K., Garalde, D. R., Guillory, J., Ruzhnikov, M. R. Z., Wright, C., Wusthoff, C. J., Xiong, K., Hollander, S. A., Berry, G. J., Jain, M., Sedlazeck, F. J., Carroll, A., Paten, B. & Ashley, E. A.

Circ Genom Precis Med 15, e003591 (2022).

Sirén, J., Monlong, J., Chang, X., Novak, A. M., Eizenga, J. M., Markello, C., Sibbesen, J. A., Hickey, G., Chang, P.-C., Carroll, A., Gupta, N., Gabriel, S., Blackwell, T. W., Ratan, A., Taylor, K. D., Rich, S. S., Rotter, J. I., Haussler, D., Garrison, E. & Paten, B.

Science 374 (2021).

McCaw, Z. R., Colthurst, T., Yun, T., Furlotte, N. A., Carroll, A., Alipanahi, B., McLean, C. Y. & Hormozdiari, F.

Nat. Commun. 13, 241 (2022).

O’Connell, J., Yun, T., Moreno, M., Li, H., Litterman, N., Kolesnikov, A., Noblin, E., Chang, P.-C.,Shastri, A., Dorfman, E. H., Shringarpure, S., Auton, A., Carroll, A. & McLean, C. Y.

Communications Biology 4, 1–9 (2021).

Shafin, K., Pesout, T., Chang, P.-C., Nattestad, M., Kolesnikov, A., Goel, S., Baid, G., Kolmogorov, M., Eizenga, J. M., Miga, K. H., Carnevali, P., Jain, M., Carroll, A. & Paten, B.

Nat. Methods 18, 1322–1332 (2021). [readcube]

Baid, G., Cook, D. E., Shafin, K., Yun, T., Llinares-López, F., Berthet, Q., Wenger, A. M., Rowell, W. J., Nattestad, M., Yang, H., Kolesnikov, A., Töpfer, A., Ammar, W., Vert, J.-P., Vaswani, A., McLean, C. Y., Chang, P.-C. & Carroll, A.

bioRxiv 2021.08.31.458403 (2021).

Alipanahi, B., Hormozdiari, F., Behsaz, B., Cosentino, J., McCaw, Z. R., Schorsch, E., Sculley, D., Dorfman, E. H., Foster, P. J., Peng, L. H., Phene, S., Hammel, N., Carroll, A., Khawaja, A. P. & McLean, C. Y.

Am. J. Hum. Genet. (2021).

Yun, T., Li, H., Chang, P-C., Lin, M., Carroll, A., & McLean, C. Y.

Bioinformatics 36, 5582-5589 (2021).

Yadlowsky, S., Yun, T., McLean, C. & D’Amour, A.

arXiv [stat.ML] (2021).

Alipanahi, B., Hormozdiari, F., Behsaz, B., Cosentino, J., McCaw, Z. R., Schorsch, E., Sculley, D., Dorfman, E. H., Phene, S., Hammel, N., Carroll, A., Khawaja, A. P. & McLean, C. Y.

arXiv [q-bio.GN] (2020).

McLean, C. Y., Hwang, Y., Poplin, R. & DePristo, M. A.

Bioinformatics 35, 4389–4391 (2019).

Wenger, A. M., Peluso, P., Rowell, W. J., Chang, P.-C., Hall, R. J., Concepcion, G. T., Ebler, J., Fungtammasan, A., Kolesnikov, A., Olson, N. D., Töpfer, A., Alonge, M., Mahmoud, M., Qian, Y., Chin, C.-S., Phillippy, A. M., Schatz, M. C., Myers, G., DePristo, M. A., Ruan, J., Marschall, T., Sedlazeck, F. J., Zook, J. M., Li, H., Koren, S., Carroll, A., Rank, D. R. & Hunkapiller, M. W.

Nat. Biotechnol. 37, 1155–1162 (2019). [readcube]

Poplin, R., Chang, P.-C., Alexander, D., Schwartz, S., Colthurst, T., Ku, A., Newburger, D., Dijamco, J., Nguyen, N., Afshar, P. T., Gross, S. S., Dorfman, L., McLean, C. Y. & DePristo, M. A.

Nat. Biotechnol. 36, 983–987 (2018). [readcube]

Telenti, A., Lippert, C., Chang, P.-C. & DePristo, M.

Hum. Mol. Genet. 27, R63–R71 (2018).

Kelley, D. R., Reshef, Y. A., Bileschi, M., Belanger, D., McLean, C. Y. & Snoek, J.

Genome Res. 28, 739–750 (2018).

Google Health Studies

by Nicholas Allen

Google Keyword Blog | 23-May-2022

by Jon Morgan & Paul Eastham

Google Keyword Blog | 9-Dec-2020

Health Sensors and Signals

Google Keyword Blog | 25-Jan-2024

by Stephanie Scott

by Xiaoran "Van" Fan & Trausti Thormundsson

Google Research Blog | 27-Oct-2023

by Michael Dixon & Reena Singhal Lee

Google Research Blog | 9-Nov-2021

by Ashton Udall

Google Keyword Blog | 16-Mar-2021

Google Research Blog | 16-Mar-2021

by Shwetak Patel

Google Keyword Blog | 4-Feb-2021

Fan, X., Pearl, D., Howard, R., Shangguan, L. & Thormundsson, T. APG.

Proceedings of the 29th Annual International Conference on Mobile Computing and Networking 1–15. Association for Computing Machinery (2023).

Yang, Y., Liu, X., Wu, J., Borac, S., Katabi, D., Poh, M.-Z. & McDuff, D.

arXiv [cs.LG] (ICLR 2023).

Bae, S., Borac, S., Emre, Y., Wang, J., Wu, J., Kashyap, M., Kang, S.-H., Chen, L., Moran, M., Cannon, J., Teasley, E. S., Chai, A., Liu, Y., Wadhwa, N., Krainin, M., Rubinstein, M., Maciel, A., McConnell, M. V., Patel, S., Corrado, G. S., Taylor, J. A., Zhan, J. & Po, M. J.

bioRxiv (2021).

Dixon, M., Schneider, L. D., Yu, J., Hsu, J., Pathak, A., Shin, D., Lee, R. S., Malhotra, M., Mixter, K., McConnell, M. V., Taylor, J. A., Patel, S. N.,

Google Whitepaper (2021).

Large Language Models

Blog Posts [more at Med-PaLM site ]

by Yossi Matias

by Dr. Ivor Horn

by Alan Karthikesalingam & Vivek Natarajan

Google Research Blog | 12-Jan-2024

by Yossi Matias & Aashima Gupta

Google Cloud Blog | 13-Dec-2023

by Michael Howell

by Aashima Gupta & Greg Corrado

Google Cloud Blog | 29-Aug-2023

by Greg Corrado and Yossi Matias

Google Research Blog | 3-Aug-2023

by James Manyika & Jeff Dean

Google Keyword Blog | 25-May-2023

by Aashima Gupta & Amy Waldron

Google Cloud Blog | 13-April-2023

Pfohl, S. R., Cole-Lewis, H., Sayres, R., Neal, D., Asiedu, M., Dieng, A., Tomasev, N., Rashid, Q. M., Azizi, S., Rostamzadeh, N., McCoy, L. G., Celi, L. A., Liu, Y., Schaekermann, M., Walton, A., Parrish, A., Nagpal, C., Singh, P., Dewitt, A., Mansfield, P., Prakash, S., Heller, K., Karthikesalingam, A., Semturs, C., Barral, J., Corrado, G., Matias, Y., Smith-Loud, J., Horn, I. & Singhal, K.

arXiv [cs.CY] (2024).

Tu, T., Azizi, S., Driess, D., Schaekermann, M., Amin, M., Chang, P.-C., Carroll, A., Lau, C., Tanno, R., Ktena, I., Mustafa, B., Chowdhery, A., Liu, Y., Kornblith, S., Fleet, D., Mansfield, P., Prakash, S., Wong, R., Virmani, S., Semturs, C., Sara Mahdavi, S., Green, B., Dominowska, E., Aguera y Arcas, B., Barral, J., Webster, D., Corrado, G. S., Matias, Y., Singhal, K., Florence, P., Karthikesalingam, A. & Natarajan, V.

NEJM AI (2024).

Tu, T., Palepu, A., Schaekermann, M., Saab, K., Freyberg, J., Tanno, R., Wang, A., Li, B., Amin, M., Tomasev, N., Azizi, S., Singhal, K., Cheng, Y., Hou, L., Webson, A., Kulkarni, K., Sara Mahdavi, S., Semturs, C., Gottweis, J., Barral, J., Chou, K., Corrado, G. S., Matias, Y., Karthikesalingam, A. & Natarajan, V.

arXiv [cs.AI] (2024).

Goel, A., Gueta, A., Gilon, O., Liu, C., Erell, S., Nguyen, L. H., Hao, X., Jaber, B., Reddy, S., Kartha, R., Steiner, J., Laish, I. & Feder, A.

arXiv [cs.CL] (2023).

McDuff, D., Schaekermann, M., Tu, T., Palepu, A., Wang, A., Garrison, J., Singhal, K., Sharma, Y., Azizi, S., Kulkarni, K., Hou, L., Cheng, Y., Liu, Y., Sara Mahdavi, S., Prakash, S., Pathak, A., Semturs, C., Patel, S., Webster, D. R., Dominowska, E., Gottweis, J., Barral, J., Chou, K., Corrado, G. S., Matias, Y., Sunshine, J., Karthikesalingam, A. & Natarajan, V.

arXiv [cs.CY] (2023)

Tanno, R., Barrett, D. G. T., Sellergren, A., Ghaisas, S., Dathathri, S., See, A., Welbl, J., Singhal, K., Azizi, S., Tu, T., Schaekermann, M., May, R., Lee, R., Man, S., Ahmed, Z., Mahdavi, S., Belgrave, D., Natarajan, V., Shetty, S., Kohli, P., Huang, P.-S., Karthikesalingam, A. & Ktena, I.

arXiv [eess.IV] (2023).

Galatzer-Levy, I. R., McDuff, D., Natarajan, V., Karthikesalingam, A. & Malgaroli, M.

Xu, S., Yang, L., Kelly, C., Sieniek, M., Kohlberger, T., Ma, M., Weng, W.-H., Kiraly, A., Kazemzadeh, S., Melamed, Z., Park, J., Strachan, P., Liu, Y., Lau, C., Singh, P., Chen, C., Etemadi, M., Kalidindi, S. R., Matias, Y., Chou, K., Corrado, G. S., Shetty, S., Tse, D., Prabhakara, S., Golden, D., Pilgrim, R., Eswaran, K. & Sellergren, A.

arXiv [cs.CV] (2023).

Belyaeva, A., Cosentino, J., Hormozdiari, F., Eswaran, K., Shetty, S., Corrado, G., Carroll, A., McLean, C. Y. & Furlotte, N. A.

arXiv [q-bio.QM] (2023).

Liu, X., McDuff, D., Kovacs, G., Galatzer-Levy, I., Sunshine, J., Zhan, J., Poh, M.-Z., Liao, S., Di Achille, P. & Patel, S.

Singhal, K., Tu, T., Gottweis, J., Sayres, R., Wulczyn, E., Hou, L., Clark, K., Pfohl, S., Cole-Lewis, H., Neal, D., Schaekermann, M., Wang, A., Amin, M., Lachgar, S., Mansfield, P., Prakash, S., Green, B., Dominowska, E., Aguera y Arcas, B., Tomasev, N., Liu, Y., Wong, R., Semturs, C., Sara Mahdavi, S., Barral, J., Webster, D., Corrado, G. S., Matias, Y., Azizi, S., Karthikesalingam, A. & Natarajan, V.

Singhal, K., Azizi, S., Tu, T., Sara Mahdavi, S., Wei, J., Chung, H. W., Scales, N., Tanwani, A., Cole-Lewis, H., Pfohl, S., Payne, P., Seneviratne, M., Gamble, P., Kelly, C., Scharli, N., Chowdhery, A., Mansfield, P., Aguera y Arcas, B., Webster, D., Corrado, G. S., Matias, Y., Chou, K., Gottweis, J., Tomasev, N., Liu, Y., Rajkomar, A., Barral, J., Semturs, C., Karthikesalingam, A. & Natarajan, V.

Medical Audio

by Laurent El Shafey and Izhak Shafran

16-Aug-2019

by Julie Cattiau

Google Keyword Blog | 7-May-2019

by Katherine Chou and Chung-Cheng Chiu

Google Research Blog | 21-Nov-2017

Blankemeier, L., Baur, S., Weng, W.-H., Garrison, J., Matias, Y., Prabhakara, S., Ardila, D. & Nabulsi, Z.

arXiv [cs.LG] (2023).

Shafran, I., Du, N., Tran, L., Perry, A., Keyes, L., Knichel, M., Domin, A., Huang, L., Chen, Y., Li, G., Wang, M., El Shafey, L., Soltau, H. & Paul, J. S.

Proceedings of the Language Resources and Evaluation Conference. arXiv [cs.CL] (2020).

Du, N., Chen, K., Kannan, A., Tran, L., Chen, Y. & Shafran, I.

Proceedings of the Annual Meeting of the Association of Computational Linguistics. arXiv [cs.LG] (2019).

Rajkomar, A., Kannan, A., Chen, K., Vardoulakis, L., Chou, K., Cui, C., & Dean, J.

JAMA Intern. Med. 179, 836–838 (2019).

El Shafey, L., Soltau, H. & Shafran, I.

Proceedings of Interspeech. arXiv [cs.CL] (2019).

Du, N., Wang, M., Tran, L., Li, G. & Shafran, I.

Proc. Empirical Methods in Natural Language Processing. arXiv [cs.CL] (2019).

Chiu, C.-C., Tripathi, A., Chou, K., Co, C., Jaitly, N., Jaunzeikare, D., Kannan, A., Nguyen, P., Sak, H., Sankar, A., Tansuwan, J., Wan, N., Wu, Y., & Zhang X.

arXiv [cs.CL] (2017).

Medical Records

by Alvin Rajkoma and Eric Loreaux

Google Research Blog | 24-Jan-2023

by Jinsung Yoon and Sercan O. Arik

Google Research Blog | 21-Dec-2022

by Subhrajit Roy & Diana Mincu

Google Research Blog | 22-Jul-2021

by Kathryn Rough & Alvin Rajkomar

Google Research Blog | 2-Apr-2020

by Alvin Rajkomar & Eyal Oren

Google Research Blog | 22-Jan-2019

by Demis Hassabis & Mustafa Suleyman & Dominic King

DeepMind Blog | 13-Nov-2018

Google Research Blog | 8-May-2018

by Patrik Sundberg & Eyal Oren

Google Research Blog | 2-Mar-2018

Seneviratne, M. G., Li, R. C., Schreier, M., Lopez-Martinez, D., Patel, B. S., Yakubovich, A., Kemp, J. B., Loreaux, E., Gamble, P., El-Khoury, K., Vardoulakis, L., Wong, D., Desai, J., Chen, J. H., Morse, K. E., Downing, N. L., Finger, L. T., Chen, M.-J. & Shah, N.

BMJ Health Care Inform 29, (2022).

Loreaux, E., Yu, K., Kemp, J., Seneviratne, M., Chen, C., Roy, S., Protsyuk, I., Harris, N., D’Amour, A., Yadlowsky, S. & Chen, M.-J.

Rajkomar, A., Loreaux, E., Liu, Y., Kemp, J., Li, B., Chen, M.-J., Zhang, Y., Mohiuddin, A. & Gottweis, J.

Nat. Commun. 13, 7456 (2022).

Stupp, D., Barequet, R., Lee, I.-C., Oren, E., Feder, A., Benjamini, A., Hassidim, A., Matias, Y., Ofek, E. & Rajkomar, A.

Roy, S., Mincu, D., Loreaux, E., Mottram, A., Protsyuk, I., Harris, N., Xue, Y., Schrouff, J., Montgomery, H., Connell, A., Tomasev, N., Karthikesalingam, A. & Seneviratne, M.

J. Am. Med. Inform. Assoc. (2021).

Tomašev, N., Harris, N., Baur, S., Mottram, A., Glorot, X., Rae, J. W., Zielinski, M., Askham, H., Saraiva, A., Magliulo, V., Meyer, C., Ravuri, S., Protsyuk, I., Connell, A., Hughes, C. O., Karthikesalingam, A., Cornebise, J., Montgomery, H., Rees, G., Laing, C., Baker, C. R., Osborne, T. F., Reeves, R., Hassabis, D., King, D., Suleyman, M., Back, T., Nielson, C., Seneviratne, M. G., Ledsam, J. R. & Mohamed, S.

Nat. Protoc. 1–23 (2021). [readcube]

Xue Y, Du N, Mottram A, Seneviratne A, Dai AM.

NeurIPS (2020).

Xue Y, Zhou D, Du N, Dai A, Xu Z, Zhang K, Cui C.

KDD (2020).

Choi E, Xu Z, Li Y, Dusenberry MW, Flores G, Xue Y, Dai AM.

AAAI (2020).

Dusenberry MW, Tran D, Choi E, Kemp J, Nixon J, Jerfel G, Heller K, & Dai AM.

ACM CHIL (2020).

Hardt M, Rajkomar A, Flores G, Dai A, Howell M, Corrado G, Cui C, & Hardt M.

Rough, K., Dai, A. M., Zhang, K., Xue, Y., Vardoulakis, L. M., Cui, C., Butte, A. J., Howell, M. D. & Rajkomar, A.

Clin. Pharmacol. Ther. 108, 145–154 (2020).

Tomašev, N., Glorot, X., Rae, J. W., Zielinski, M., Askham, H., Saraiva, A., Mottram, A., Meyer, C., Ravuri, S., Protsyuk, I., Connell, A., Hughes, C. O., Karthikesalingam, A., Cornebise, J., Montgomery, H., Rees, G., Laing, C., Baker, C. R., Peterson, K., Reeves, R., Hassabis, D., King, D., Suleyman, M., Back, T., Nielson, C., Ledsam, J. R. & Mohamed, S.

Nature 572, 116–119 (2019). [readcube]

Connell, A., Montgomery, H., Martin, P., Nightingale, C., Sadeghi-Alavijeh, O., King, D., Karthikesalingam, A., Hughes, C., Back, T., Ayoub, K., Suleyman, M., Jones, G., Cross, J., Stanley, S., Emerson, M., Merrick, C., Rees, G., Laing, C. & Raine, R.

npj Digit Med 2, 67 (2019).

Connell A., Raine R., Martin P., Barbosa E.C., Morris S., Nightingale C., Sadeghi-Alavijeh O., King D., Karthikesalingam A., Hughes C., Back T., Ayoub K., Suleyman M., Jones G., Cross J., Stanley S., Emerson M., Merrick C., Rees G., Montgomery H., & Laing C.

J Med Internet Res 21(7):e13147 (2019).

Connell A, Black G, Montgomery H, Martin P, Nightingale C, King D, Karthikesalingam A, Hughes C, Back T, Ayoub K, Suleyman M, Jones G, Cross J, Stanley S, Emerson M, Merrick C, Rees G, Laing C, & Raine R.

J Med Internet Res 21(7):e13143 (2019).

Kemp J, Rajkomar A, & Dai AM.

arXiv [cs.LG] (2019).

Pfohl SR, Dai AM, & Heller K.

Xue Y, Zhou D, Du N, Dai AM, Xu Z, Zhang K,& Cui C.

Zhang K, Xue Y, Flores G, Rajkomar A, Cui C, & Dai AM.

Rajkomar A, Oren E, Chen K, Dai AM, Hajaj N, Hardt M, Liu PJ, Liu X, Marcus J, Sun M, Sundberg P, Yee H, Zhang K, Zhang Y, Flores G, Duggan GE, Irvine J, Le Q, Litsch K, Mossin A, Tansuwan J, Wang, Wexler J, Wilson J, Ludwig D, Volchenboum SL, Chou K, Pearson M, Madabushi S, Shah NH, Butte AJ, Howell MD, Cui C, Corrado GS, Dean J.

npj Digital Med 1, 18 (2018).

Novel Biomarkers

by Boris Babenko & Akib Uddin

Google Research Blog | 24-Mar-2023

by Boris Babenko & Naama Hammel

by Terry Spitz & Jim Winkens

Google Keyword Blog | 18-May-2020

by Jason Yim, Reena Chopra, Jeffrey De Fauw & Joseph Ledsam

DeepMind Blog | 18-May-2020

by Akinori Mitani

Google Keyword Blog | 28-Jan-2020

Google Research Blog | 2-Feb-2018

Lang, O., Yaya-Stupp, D., Traynis, I., Cole-Lewis, H., Bennett, C. R., Lyles, C. R., Lau, C., Irani, M., Semturs, C., Webster, D. R., Corrado, G. S., Hassidim, A., Matias, Y., Liu, Y., Hammel, N. & Babenko, B.

EBioMedicine 102, 105075 (2024).

Ahadi, S., Wilson, K. A., Jr, Babenko, B., McLean, C. Y., Bryant, D., Pritchard, O., Kumar, A., Carrera, E. M., Lamy, R., Stewart, J. M., Varadarajan, A., Berndl, M., Kapahi, P. & Bashir, A.

Elife 12, (2023).

Babenko, B., Traynis, I., Chen, C., Singh, P., Uddin, A., Cuadros, J., Daskivich, L. P., Maa, A. Y., Kim, R., Kang, E. Y.-C., Matias, Y., Corrado, G. S., Peng, L., Webster, D. R., Semturs, C., Krause, J., Varadarajan, A. V., Hammel, N. & Liu, Y.

The Lancet Digital Health (2023).

Babenko, B., Mitani, A., Traynis, I., Kitade, N., Singh, P., Maa, A. Y., Cuadros, J., Corrado, G. S., Peng, L., Webster, D. R., Varadarajan, A., Hammel, N. & Liu, Y.

Nat Biomed Eng (2022).

Liu, X., Ali, T. K., Singh, P., Shah, A., McKinney, S. M., Ruamviboonsuk, P., Turner, A. W., Keane, P. A., Chotcomwongse, P., Nganthavee, V., Chia, M., Huemer, J., Cuadros, J., Raman, R., Corrado, G. S., Peng, L., Webster, D. R., Hammel, N., Varadarajan, A. V., Liu, Y., Chopra, R. & Bavishi, P.

Ophthalmol Retina (2022).

Mitani, A., Traynis, I., Singh, P., Corrado, G. S., Webster, D. R., Peng, L. H., Varadarajan, A. V., Liu, Y. & Hammel, N.

doi:10.1101/2021.12.30.21268488

Bora, A., Balasubramanian, S., Babenko, B., Virmani, S., Venugopalan, S., Mitani, A., de Oliveira Marinho, G., Cuadros, J., Ruamviboonsuk, P., Corrado, G. S., Peng, L., Webster, D. R., Varadarajan, A. V., Hammel, N., Liu, Y. & Bavishi, P.

The Lancet Digital Health (2020). doi:10.1016/S2589-7500(20)30250-8

Moraes, G., Fu, D. J., Wilson, M., Khalid, H., Wagner, S. K., Korot, E., Ferraz, D., Faes, L., Kelly, C. J., Spitz, T., Patel, P. J., Balaskas, K., Keenan, T. D. L., Keane, P. A. & Chopra, R.

Ophthalmology (2020). doi:10.1016/j.ophtha.2020.09.025

Narayanaswamy, A., Venugopalan, S., Webster, D. R., Peng, L., Corrado, G. S., Ruamviboonsuk, P., Bavishi, P., Brenner, M., Nelson, P. C. & Varadarajan, A. V.

Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 273–283 (2020). doi:10.1007/978-3-030-59710-8_27 arXiv

Yim, J., Chopra, R., Spitz, T., Winkens, J., Obika, A., Kelly, C., Askham, H., Lukic, M., Huemer, J., Fasler, K., Moraes, G., Meyer, C., Wilson, M., Dixon, J., Hughes, C., Rees, G., Khaw, P. T., Karthikesalingam, A., King, D., Hassabis, D., Suleyman, M., Back, T., Ledsam, J. R., Keane, P. A. & De Fauw, J.

Varadarajan, A. V., Bavishi, P., Ruamviboonsuk, P., Chotcomwongse, P., Venugopalan, S., Narayanaswamy, A., Cuadros, J., Kanai, K., Bresnick, G., Tadarati, M., Silpa-Archa, S., Limwattanayingyong, J., Nganthavee, V., Ledsam, J. R., Keane, P. A., Corrado, G. S., Peng, L. & Webster, D. R.

Nat. Commun. 11, 130 (2020).

Mitani, A., Huang, A., Venugopalan, S., Corrado, G. S., Peng, L., Webster, D. R., Hammel, N., Liu, Y. & Varadarajan, A. V.

Nat Biomed Eng (2019). [readcube]

Babenko, B., Balasubramanian, S., Blumer, K. E., Corrado, G. S., Peng, L., Webster, D. R., Hammel, N. & Varadarajan, A. V.

arXiv [cs.CV] (2019).

aradarajan, A.V., Poplin, R., Blumer, K., Angermueller, C., Lesdam, J., Chopra, R., Keane, P.A., Corrado, G. S., Peng, L., Webster, D. R.

Invest. Ophthalmol. Vis. Sci. 59, 2861–2868 (2018).

Poplin, R., Varadarajan, A. V., Blumer, K., Liu, Y., McConnell, M. V., Corrado, G. S., Peng, L., & Webster, D. R.

Nat. Biomed. Eng. 2, 158–164 (2018). [readcube]

Open Health Stack

Blog Posts [more at OHS Blog ]

by Yossi Mattia & Shravya Shetty

by Richa Tiwari

Open Health Stack Blog | 10-Oct-2023.

Open Health Stack Blog | 2-Sep-2023.

by Abirami Sukumaran & Omar Ismail

Google Cloud Blog | 17-Aug-2023.

by Fred Hersch

Google Keyword Blog | 14-Mar-2023.

by Katherine Chou & Sudhi Herle

Android Developers Blog | 24-Mar-2022

by Fred Hersch & Jing Tang

Mehl, G. L., Seneviratne, M. G., Berg, M. L., Bidani, S., Distler, R. L., Gorgens, M., Kallander, K. E., Labrique, A. B., Landry, M. S., Leitner, C., Lubell-Doughtie, P. B., Marcelo, A. D., Matias, Y., Nelson, J., Nguyen, V., Nsengimana, J. P., Orton, M., Otzoy Garcia, D. R., Oyaole, D. R., Ratanaprayul, N., Roth, S., Schaefer, M. P., Settle, D., Tang, J., Tien-Wahser, B., Wanyee, S. & Hersch, F.

Oxf Open Digit Health, (2023).

Digital Public Goods Alliance - Promoting digital public goods to create a more equitable world (2023). 14-Dec-2023.

Google Open Source Blog | 17-May-2023

by Justin Krogue, Yun Liu, Po-Hsuan Cameron Chen & Ellery A

Nature Portfolio Health Community Blog | 10-May-2023

by Ellery Wulczyn and Yun Liu

Google Research Blog | 14-Mar-2023

Google Cloud Blog | 12-Dec-2022

Verily Blog | 16-Mar-2022

by Po-Hsuan Cameron Chen & Maggie Demkin

Google Research Blog | 11-Feb-2022

by Po-Hsuan Cameron Chen & Yun Liu

Google Keyword Blog | 23-Sept-2021

by People + AI Research

People + AI Research Blog | 14-May-2021

by Dave Steiner, Yun Liu, Craig Mermel, Kurt Zatloukal, Heimo Muller, Markus Plass

npj Digital Medicine Blog | 19-Apr-2021

Google Cloud Blog | 2-Sep-2020

by Kunal Nagpal & Craig Mermel

Google Keyword Blog | 23-Jul-2020

by Narayan Hedge & Carrie Cai

Google Research Blog | 19-July-2019

by Martin Stumpe & Craig Mermel

Google Research Blog | 16-Nov-2018

Google Research Blog | 12-Oct-2018

Google Research Blog | 16-Apr-2018

by Martin Stumpe & Lily Peng

Google Research Blog | 3-Mar-2017

McNeil, C., Wong, P. F., Sridhar, N., Wang, Y., Santori, C., Wu, C.-H., Homyk, A., Gutierrez, M., Behrooz, A., Tiniakos, D., Burt, A. D., Pai, R. K., Tekiela, K., Cameron Chen, P.-H., Fischer, L., Martins, E. B., Seyedkazemi, S., Freedman, D., Kim, C. C. & Cimermancic, P.

Mod. Pathol. 37, 100377 (2023).

Lai, J., Ahmed, F., Vijay, S., Jaroensri, T., Loo, J., Vyawahare, S., Agarwal, S., Jamil, F., Matias, Y., Corrado, G. S., Webster, D. R., Krause, J., Liu, Y., Chen, P.-H. C., Wulczyn, E. & Steiner, D. F.

Krogue, J. D., Azizi, S., Tan, F., Flament-Auvigne, I., Brown, T., Plass, M., Reihs, R., Müller, H., Zatloukal, K., Richeson, P., Corrado, G. S., Peng, L. H., Mermel, C. H., Liu, Y., Chen, P.-H. C., Gombar, S., Montine, T., Shen, J., Steiner, D. F. & Wulczyn, E.

Commun. Med. 3, 59 (2023).

L’Imperio, V., Wulczyn, E., Plass, M., Müller, H., Tamini, N., Gianotti, L., Zucchini, N., Reihs, R., Corrado, G. S., Webster, D. R., Peng, L. H., Chen, P.-H. C., Lavitrano, M., Liu, Y., Steiner, D. F., Zatloukal, K. & Pagni, F.

JAMA Netw Open 6, e2254891 (2023).

Jaroensri, R., Wulczyn, E., Hegde, N., Brown, T., Flament-Auvigne, I., Tan, F., Cai, Y., Nagpal, K., Rakha, E. A., Dabbs, D. J., Olson, N., Wren, J. H., Thompson, E. E., Seetao, E., Robinson, C., Miao, M., Beckers, F., Corrado, G. S., Peng, L. H., Mermel, C. H., Liu, Y., Steiner, D. F. & Chen, P.-H. C.

npj Breast Cancer 8, 1–12 (2022).

Bulten, W., Kartasalo, K., Chen, P.-H. C., Ström, P., Pinckaers, H., Nagpal, K., Cai, Y., Steiner, D. F., van Boven, H., Vink, R., Hulsbergen-van de Kaa, C., van der Laak, J., Amin, M. B., Evans, A. J., van der Kwast, T., Allan, R., Humphrey, P. A., Grönberg, H., Samaratunga, H., Delahunt, B., Tsuzuki, T., Häkkinen, T., Egevad, L., Demkin, M., Dane, S., Tan, F., Valkonen, M., Corrado, G. S., Peng, L., Mermel, C. H., Ruusuvuori, P., Litjens, G. & Eklund, M.

Nat. Med. 1–10 (2022).

Sadhwani, A., Chang, H.-W., Behrooz, A., Brown, T., Auvigne-Flament, I., Patel, H., Findlater, R., Velez, V., Tan, F., Tekiela, K., Wulczyn, E., Yi, E. S., Mermel, C. H., Hanks, D., Chen, P.-H. C., Kulig, K., Batenchuk, C., Steiner, D. F. & Cimermancic, P.

Sci. Rep. 11, 1–11 (2021).

Gamble, P., Jaroensri, R., Wang, H., Tan, F., Moran, M., Brown, T., Flament-Auvigne, I., Rakha, E. A., Toss, M., Dabbs, D. J., Regitnig, P., Olson, N., Wren, J. H., Robinson, C., Corrado, G. S., Peng, L. H., Liu, Y., Mermel, C. H., Steiner, D. F. & Chen, P.-H. C.

Communications Medicine 1, 1–12 (2021).

Wulczyn, E., Nagpal, K., Symonds, M., Moran, M., Plass, M., Reihs, R., Nader, F., Tan, F., Cai, Y., Brown, T., Flament-Auvigne, I., Amin, M. B., Stumpe, M. C., Müller, H., Regitnig, P., Holzinger, A., Corrado, G. S., Peng, L. H., Chen, P.-H. C., Steiner, D. F., Zatloukal, K., Liu, Y. & Mermel, C. H.

Communications Medicine 1, 1–8 (2021).

Cai, C.J., Steiner, D., Wilcox, L., Terry, M. and Winter, S.

Proceedings of the ACM SIGCHI Conference on Human Factors in Computing Systems, ACM (2021).

Wulczyn, E., Steiner, D. F., Moran, M., Plass, M., Reihs, R., Tan, F., Flament-Auvigne, I., Brown, T., Regitnig, P., Chen, P.-H. C., Hegde, N., Sadhwani, A., MacDonald, R., Ayalew, B., Corrado, G. S., Peng, L. H., Tse, D., Müller, H., Xu, Z., Liu, Y., Stumpe, M. C., Zatloukal, K. & Mermel, C. H.

npj Digital Medicine 4, 1–13 (2021).

Steiner, D. F., Nagpal, K., Sayres, R., Foote, D. J., Wedin, B. D., Pearce, A., Cai, C. J., Winter, S. R., Symonds, M., Yatziv, L., Kapishnikov, A., Brown, T., Flament-Auvigne, I., Tan, F., Stumpe, M. C., Jiang, P.-P., Liu, Y., Chen, P.-H. C., Corrado, G. S., Terry, M. & Mermel, C. H.

JAMA Netw Open 3, e2023267–e2023267 (2020).

Nagpal, K., Foote, D., Tan, F., Liu, Y., Chen, P.-H. C., Steiner, D. F., Manoj, N., Olson, N., Smith, J. L., Mohtashamian, A., Peterson, B., Amin, M. B., Evans, A. J., Sweet, J. W., Cheung, C., van der Kwast, T., Sangoi, A. R., Zhou, M., Allan, R., Humphrey, P. A., Hipp, J. D., Gadepalli, K., Corrado, G. S., Peng, L. H., Stumpe, M. C. & Mermel, C. H.

JAMA Oncol (2020).

Wulczyn, E., Steiner, D. F., Xu, Z., Sadhwani, A., Wang, H., Flament-Auvigne, I., Mermel, C. H., Chen, P.-H. C., Liu, Y. & Stumpe, M. C.

PLOS ONE 15, e0233678 (2020).

Kohlberger, T., Liu, Y., Moran, M., Chen, P.-H. C., Brown, T., Hipp, J. D., Mermel, C. H. & Stumpe, M. C.

J. Pathol. Inform. 10, 39 (2019).

Chen, P.C., Gadepalli, K., MacDonald, R., Liu, Y., Kadowaki, S., Nagpal, K., Kohlberger, T., Dean, J., Corrado, G.S., Hipp, J.D., Mermel, C.H., Stumpe, M. C.

Nat Med 25, 1453–1457 (2019). [readcube]

Liu, Y., Kohlberger, T., Norouzi, M., Dahl, G. E., Smith, J. L., Mohtashamian, A., Olson, N., Peng, L.H., Hipp, J.D., Stumpe, M.C. (2019).

Arch. Pathol. Lab. Med. 143, 859–868 (2019).

Hegde, N., Hipp, J. D., Liu, Y., Emmert-Buck, M., Reif, E., Smilkov, D., Terry, M., Cai, C. J., Amin, M. B., Mermel, C. H., Nelson, P. Q., Peng, L. H., Corrado, G. S. & Stumpe, M. C.

npj Digit Med 2, 56 (2019).

Cai, C.J., Winter, S., Steiner, D., Wilcox, L. and Terry, M.

Proceedings of the ACM on Human-computer Interaction, 3(CSCW), pp.1-24 (2019)

Cai, C.J., Reif, E., Hegde, N., Hipp, J., Kim, B., Smilkov, D., Wattenberg, M., Viegas, F., Corrado, G.S., Stumpe, M.C. and Terry, M.

In Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems (pp. 1-14) (2019).

Nagpal, K., Foote, D., Liu, Y., Chen, P.H.C., Wulczyn, E., Tan, F., Olson, N., Smith, J.L., Mohtashamian, A., Wren, J.H., Corrado, G.S., MacDonald, R., Peng, L. H., Amin, M.B., Evans, A.J., Sanjoi, A.R., Mermel, C. H., Hipp, J. D., Stumpe, M. C.

npj Digit. Med. 2, 48 (2019).

Steiner, D. F., MacDonald, R., Liu, Y., Truszkowski, P., Hipp, J. D., Gammage, C., Thng, F., Peng, L., Stumpe, M.C.

Am. J. Surg. Pathol. 42, 1636–1646 (2018).

Liu, Y., Gadepalli, K., Norouzi, M., Dahl, G.E., Kohlberger, T., Boyko, A., Venugopalan, S., Timofeev, A., Nelson, P.Q., Corrado, G.S. and Hipp, J.D., Peng, L., Stumpe, M. C.

arXiv preprint arXiv:1703.02442 (2017).

Public & Environmental Health

by Kristina Gligoric

Nature Portfolio Health Community Blog | 22-Nov-2023

Google Keyword | 10-Oct-2023

by Charlotte Stanton

Google Africa Blog | 9-May-2023

by Kate Brandt

Google Keyword Blog | 29-Mar-2023

by Adam Sadilek & Xerxes Dotiwalla

Google Research Blog | 12-Nov-2019

Wong, K. L. M., Banke-Thomas, A., Olubodun, T., Macharia, P. M., Stanton, C., Sundararajan, N., Shah, Y., Prasad, G., Kansal, M., Vispute, S., Shekel, T., Ogunyemi, O., Gwacham-Anisiobi, U., Wang, J., Abejirinde, I.-O. O., Makanga, P. T., Afolabi, B. B. & Beňová, L.

Commun. Med. 4, 34 (2024).

Gligorić, K., Kamath, C., Weiss, D. J., Bavadekar, S., Liu, Y., Shekel, T., Schulman, K. & Gabrilovich, E.

Communications Medicine 3, 1–11 (2023).

Macharia, P. M., Wong, K. L. M., Olubodun, T., Beňová, L., Stanton, C., Sundararajan, N., Shah, Y., Prasad, G., Kansal, M., Vispute, S., Shekel, T., Gwacham-Anisiobi, U., Ogunyemi, O., Wang, J., Abejirinde, I.-O. O., Makanga, P. T., Afolabi, B. B. & Banke-Thomas, A.

Sci Data 10, 736 (2023).

Veneri, P., Kaufmann, T., Vispute, S., Shekel, T., Gabrilovich, E., Wellenius, G. A., Dijkstra, L. & Kansal, M.

(Organisation for Economic Co-Operation and Development (OECD), 2023).

Weintraub, R. L., Miller, K., Rader, B., Rosenberg, J., Srinath, S., Woodbury, S. R., Schultheiss, M. D., Kansal, M., Vispute, S., Serghiou, S., Flores, G., Kumok, A., Shekel, T., Gabrilovich, E., Ahmad, I., Chiang, M. E. & Brownstein, J. S.

Am. J. Public Health e1–e5 (2023).

Gupta, J., Tay, Y., Kamath, C., Tran, V., Metzler, D., Bavadekar, S., Sun, M. & Gabrilovich, E.

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing. 521–530 (2022).

Vaidyanathan, U., Sun, Y., Shekel, T., Chou, K., Galea, S., Gabrilovich, E. & Wellenius, G. A.

Sci. Rep. 12, 8946 (2022). [readcube]

Wahltinez, O., Cheung, A., Alcantara, R., Cheung, D., Daswani, M., Erlinger, A., Lee, M., Yawalkar, P., Lê, P., Navarro, O. P., Brenner, M. P. & Murphy, K.

Sci Data 9, 162 (2022).

Malahy, S., Sun, M., Spangler, K., Leibler, J., Lane, K., Bavadekar, S., Kamath, C., Kumok, A., Sun, Y., Gupta, J., Griffith, T., Boulanger, A., Young, M., Stanton, C., Mayer, Y., Smith, K., Shekel, T., Chou, K., Corrado, G., Levy, J., Szpiro, A., Gabrilovich, E. & Wellenius, G. A.

arXiv [cs.SI] (2021).

Bavadekar, S., Boulanger, A., Davis, J., Desfontaines, D., Gabrilovich, E., Gadepalli, K., Ghazi, B., Griffith, T., Gupta, J., Kamath, C., Kraft, D., Kumar, R., Kumok, A., Mayer, Y., Manurangsi, P., Patankar, A., Perera, I. M., Scott, C., Shekel, T., Miller, B., Smith, K., Stanton, C., Sun, M., Young, M. & Wellenius, G.

arXiv [cs.CR] (2021).

Woskie, L. R., Hennessy, J., Espinosa, V., Tsai, T. C., Vispute, S., Jacobson, B. H., Cattuto, C., Gauvin, L., Tizzoni, M., Fabrikant, A., Gadepalli, K., Boulanger, A., Pearce, A., Kamath, C., Schlosberg, A., Stanton, C., Bavadekar, S., Abueg, M., Hogue, M., Oplinger, A., Chou, K., Corrado, G., Shekel, T., Jha, A. K., Wellenius, G. A. & Gabrilovich, E.

PLoS One 16, e0253071 (2021).

Wellenius, G. A., Vispute, S., Espinosa, V., Fabrikant, A., Tsai, T. C., Hennessy, J., Dai, A., Williams, B., Gadepalli, K., Boulanger, A., Pearce, A., Kamath, C., Schlosberg, A., Bendebury, C., Mandayam, C., Stanton, C., Bavadekar, S., Pluntke, C., Desfontaines, D., Jacobson, B. H., Armstrong, Z., Gipson, B., Wilson, R., Widdowson, A., Chou, K., Oplinger, A., Shekel, T., Jha, A. K. & Gabrilovich, E.

Nat. Commun. 12, 3118 (2021).

Venkatramanan, S., Sadilek, A., Fadikar, A., Barrett, C. L., Biggerstaff, M., Chen, J., Dotiwalla, X., Eastham, P., Gipson, B., Higdon, D., Kucuktunc, O., Lieber, A., Lewis, B. L., Reynolds, Z., Vullikanti, A. K., Wang, L. & Marathe, M.

Nat. Commun. 12, 726 (2021).

Weiss, D. J., Nelson, A., Vargas-Ruiz, C. A., Gligorić, K., Bavadekar, S., Gabrilovich, E., Bertozzi-Villa, A., Rozier, J., Gibson, H. S., Shekel, T., Kamath, C., Lieber, A., Schulman, K., Shao, Y., Qarkaxhija, V., Nandi, A. K., Keddie, S. H., Rumisha, S., Amratia, P., Arambepola, R., Chestnutt, E. G., Millar, J. J., Symons, T. L., Cameron, E., Battle, K. E., Bhatt, S. & Gething, P. W.

Nat. Med. (2020).

Abueg, M., Hinch, R., Wu, N., Liu, L., Probert, W. J. M., Wu, A., Eastham, P., Shafi, Y., Rosencrantz, M., Dikovsky, M., Cheng, Z., Nurtay, A., Abeler-Dörner, L., Bonsall, D. G., McConnell, M. V., O’Banion, S. & Fraser, C.

medRxiv (2020). doi:10.1101/2020.08.29.20184135

Bavadekar, S., Dai, A., Davis, J., Desfontaines, D., Eckstein, I., Everett, K., Fabrikant, A., Flores, G., Gabrilovich, E., Gadepalli, K., Glass, S., Huang, R., Kamath, C., Kraft, D., Kumok, A., Marfatia, H., Mayer, Y., Miller, B., Pearce, A., Perera, I. M., Ramachandran, V., Raman, K., Roessler, T., Shafran, I., Shekel, T., Stanton, C., Stimes, J., Sun, M., Wellenius, G. & Zoghi, M.

arXiv [cs.CR] (2020).

Wellenius, G. A., Vispute, S., Espinosa, V., Fabrikant, A., Tsai, T. C., Hennessy, J., Williams, B., Gadepalli, K., Boulanger, A., Pearce, A., Kamath, C., Schlosberg, A., Bendebury, C., Stanton, C., Bavadekar, S., Pluntke, C., Desfontaines, D., Jacobson, B., Armstrong, Z., Gipson, B., Wilson, R., Widdowson, A., Chou, K., Oplinger, A., Shekel, T., Jha, A. K. & Gabrilovich, E.

arXiv [q-bio.PE] (2020).

Aktay, A., Bavadekar, S., Cossoul, G., Davis, J., Desfontaines, D., Fabrikant, A., Gabrilovich, E., Gadepalli, K., Gipson, B., Guevara, M., Kamath, C., Kansal, M., Lange, A., Mandayam, C., Oplinger, A., Pluntke, C., Roessler, T., Schlosberg, A., Shekel, T., Vispute, S., Vu, M., Wellenius, G., Williams, B. & Wilson, R. J.

Ruktanonchai, N. W., Floyd, J. R., Lai, S., Ruktanonchai, C. W., Sadilek, A., Rente-Lourenco, P., Ben, X., Carioli, A., Gwinn, J., Steele, J. E., Prosper, O., Schneider, A., Oplinger, A., Eastham, P. & Tatem, A. J.

Science 369, 1465–1470 (2020).

Sadilek, A., Hswen, Y., Bavadekar, S., Shekel, T., Brownstein, J. S. & Gabrilovich, E.

npj Digital Medicine 3, 1–12 (2020).

Bassolas, A., Barbosa-Filho, H., Dickinson, B., Dotiwalla, X., Eastham, P., Gallotti, R., Ghoshal, G., Gipson, B., Hazarie, S. A., Kautz, H., Kucuktunc, O., Lieber, A., Sadilek, A., & Ramasco, J. J.

Nat. Commun. 10, 4817 (2019).

Sadilek, A., Caty, S., DiPrete, L., Mansour, R., Schenk Jr., T., Bergtholdt, M., Jha, A., Ramaswami P., & Gabrilovich E.

npj Digital Med 1, 36 (2018).

by Atilla Kiraly & Rory Pilgrim

Google Research Blog | 20-Mar-2024

by Shravya Shetty

by Yossi Matias & Shravya Shetty

Google Africa Blog | 31-Oct-2023

by Angelica Willis & Akib Uddin

TensorFlow Blog | 20-Jun-2023

by Perry Nelson & Aisha Walcott-Bryant

Google Africa Blog | 1-Jun-2023

Google Keyword Blog | 28-Nov-2022

by Nicole Linton

Google Keyword Blog | 21-Oct-2022

by Akib Uddin & Andrew Sellergren

Google Research Blog | 19-Jul-2022

Google Japan Blog | 25-Nov-2021

by Zaid Nabulsi & Po-Hsuan Cameron Chen

Google Research Blog | 1-Sep-2021

by Rory Pilgrim & Shruthi Prabhakara

by Sunny Jansen & Krish Eswaran

Google Keyword Blog | 25-Feb-2021

by Cian Hughes

Google Keyword Blog | 29-Oct-2020

by Shravya Shetty & Daniel Tse

Google Keyword Blog | 1-Jan-2020

by Dave Steiner & Shravya Shetty

Google Research Blog | 3-Dec-2019

Google Keyword Blog | 20-May-2019

Kiraly, A. P., Cunningham, C. A., Najafi, R., Nabulsi, Z., Yang, J., Lau, C., Ledsam, J. R., Ye, W., Ardila, D., McKinney, S. M., Pilgrim, R., Liu, Y., Saito, H., Shimamura, Y., Etemadi, M., Melnick, D., Jansen, S., Corrado, G. S., Peng, L., Tse, D., Shetty, S., Prabhakara, S., Naidich, D. P., Beladia, N. & Eswaran, K.

Radiol Artif Intell e230079 (2024).

Lucido, J. J., DeWees, T. A., Leavitt, T. R., Anand, A., Beltran, C. J., Brooke, M. D., Buroker, J. R., Foote, R. L., Foss, O. R., Gleason, A. M., Hodge, T. L., Hughes, C. O., Hunzeker, A. E., Laack, N. N., Lenz, T. K., Livne, M., Morigami, M., Moseley, D. J., Undahl, L. M., Patel, Y., Tryggestad, E. J., Walker, M. Z., Zverovitch, A. & Patel, S. H.

Front. Oncol. 13, (2023).

Lee, C., Willis, A., Chen, C., Sieniek, M., Watters, A., Stetson, B., Uddin, A., Wong, J., Pilgrim, R., Chou, K., Tse, D., Shetty, S. & Gomes, R. G.

JAMA Netw Open 6, e2248685 (2023).

Gomes, R. G., Vwalika, B., Lee, C., Willis, A., Sieniek, M., Price, J. T., Chen, C., Kasaro, M. P., Taylor, J. A., Stringer, E. M., McKinney, S. M., Sindano, N., Dahl, G. E., Goodnight, W., Gilmer, J., Chi, B. H., Lau, C., Spitz, T., Saensuksopa, T., Liu, K., Tiyasirichokchai, T., Wong, J., Pilgrim, R., Uddin, A., Corrado, G., Peng, L., Chou, K., Tse, D., Stringer, J. S. A. & Shetty, S.

Communications Medicine 2, 1–9 (2022).

Kazemzadeh, S., Yu, J., Jamshy, S., Pilgrim, R., Nabulsi, Z., Chen, C., Beladia, N., Lau, C., McKinney, S. M., Hughes, T., Kiraly, A. P., Kalidindi, S. R., Muyoyeta, M., Malemela, J., Shih, T., Corrado, G. S., Peng, L., Chou, K., Chen, P.-H. C., Liu, Y., Eswaran, K., Tse, D., Shetty, S. & Prabhakara, S.

Radiology 212213 (2022).

Sellergren, A. B., Chen, C., Nabulsi, Z., Li, Y., Maschinot, A., Sarna, A., Huang, J., Lau, C., Kalidindi, S. R., Etemadi, M., Garcia-Vicente, F., Melnick, D., Liu, Y., Eswaran, K., Tse, D., Beladia, N., Krishnan, D. & Shetty, S.

Radiology 212482 (2022).

Anand, A., Beltran, C. J., Brooke, M. D., Buroker, J. R., DeWees, T. A., Foote, R. L., Foss, O. R., Hughes, C. O., Hunzeker, A. E., John Lucido, J., Morigami, M., Moseley, D. J., Pafundi, D. H., Patel, S. H., Patel, Y., Ridgway, A. K., Tryggestad, E. J., Wilson, M. Z., Xi, L. & Zverovitch, A.

medRxiv 2021.12.07.21266421 (2021).

Nabulsi, Z., Sellergren, A., Jamshy, S., Lau, C., Santos, E., Kiraly, A. P., Ye, W., Yang, J., Pilgrim, R., Kazemzadeh, S., Yu, J., Kalidindi, S. R., Etemadi, M., Garcia-Vicente, F., Melnick, D., Corrado, G. S., Peng, L., Eswaran, K., Tse, D., Beladia, N., Liu, Y., Chen, P.-H. C. & Shetty, S.

Sci. Rep. 11, 1–15 (2021).

Nikolov, S., Blackwell, S., Zverovitch, A., Mendes, R., Livne, M., De Fauw, J., Patel, Y., Meyer, C., Askham, H., Romera-Paredes, B., Kelly, C., Karthikesalingam, A., Chu, C., Carnell, D., Boon, C., D’Souza, D., Moinuddin, S. A., Garie, B., McQuinlan, Y., Ireland, S., Hampton, K., Fuller, K., Montgomery, H., Rees, G., Suleyman, M., Back, T., Hughes, C. O., Ledsam, J. R. & Ronneberger, O.

J. Med. Internet Res. 23, e26151 (2021).

Duggan, G. E., Reicher, J. J., Liu, Y., Tse, D. & Shetty, S.

Br J Radiol. 94, 20210435 (2021).

McKinney, S. M., Sieniek, M., Godbole, V., Godwin, J., Antropova, N., Ashrafian, H., Back, T., Chesus, M., Corrado, G. S., Darzi, A., Etemadi, M., Garcia-Vicente, F., Gilbert, F. J., Halling-Brown, M., Hassabis, D., Jansen, S., Karthikesalingam, A., Kelly, C. J., King, D., Ledsam, J. R., Melnick, D., Mostofi, H., Peng, L., Reicher, J. J., Romera-Paredes, B., Sidebottom, R., Suleyman, M., Tse, D., Young, K. C., De Fauw, J. & Shetty, S.

Nature 577, 89–94 (2020). [readcube]

Majkowska, A., Mittal, S., Steiner, D. F., Reicher, J. J., McKinney, S. M., Duggan, G. E., Eswaran, K., Cameron Chen, P.-H., Liu, Y., Kalidindi, S. R., Ding, A., Corrado, G. S., Tse, D. & Shetty, S.

Radiology 191293 (2019).

Ardila, D., Kiraly, A. P., Bharadwaj, S., Choi, B., Reciher, J. J., Peng, L., Tse, D., Etemadi, M., Ye, W., Corrado, G., Naidich, D. P., Shetty, S.

Nat. Med. 25, 954–961 (2019). [readcube]

Blog Posts [more at Youtube Official Blog ]

by The YouTube Team

Youtube Official Blog | 6-Feb-2024

by Garth Graham

Youtube Official Blog | 10-Jan-2024

Youtube Official Blog | 14-Dec-2023

by James Beser

Youtube Official Blog | 2-Nov-2023

Youtube Official Blog | 7-Sep-2023

Youtube Official Blog

15-Aug-2023

12-Jun-2023

15-May-2023

Youtube Official Blog | 18-Apr-2023

by Jessica DiVento Dzuban

Youtube Official Blog | 7-Oct-2022

Youtube Official Blog | 1-Mar-2023

Youtube Official Blog | 27-Oct-2022

Youtube Official Blog | 28–Sep-2022

Youtube Official Blog | 12–Sep-2022

Youtube Official Blog | 15-Jun-2022

Youtube Official Blog | 24-Mar-2022

Youtube Official Blog | 26-Jan-2022

Youtube Official Blog | 13-Oct-2021

Youtube Official Blog | 19-Jul-2021

Health Research Policy and Systems

Aims and scope.

Health Research Policy and Systems covers all aspects of the organisation and use of health research – including agenda setting, building health research capacity, and how research as a whole benefits decision makers, practitioners in health and related fields, and society at large.

Discount for Health Systems Global members

All Health Systems Global members receive a 20% discount on  Health Research Policy and Systems  Article Processing Charges (APCs). To claim the discount, please contact the Secretariat at  [email protected]  to obtain the BMC journals' discount code.

• Most accessed

A transformative solution to build effective, transparent, and resilient “fit-for-purpose” national health research ethics systems

Authors: Manju Rani, Neha Chawla, Nitya Wadhwa, Roli Mathur, Timothy Jinks, Priyanka Das and Suman Rijal

Building Health Policy and Systems Research (HPSR) capacity in India: Reflections from the India HPSR fellowship program (2020–2023)

Authors: Shilpa John, Sudha Ramani, Syed Mohd Abbas, Sumit Kane, Dorothy Lall, Prashanth N. Srinivas, Devaki Nambiar, Bruno Marchal, Sara Van Belle, Rajeev Sadanandan and Narayanan Devadasan

The impact of coronavirus disease 2019 (COVID-19) pandemic experiences on attitudes towards vaccinations: on the social, cultural and political determinants of preferred vaccination organization models in Poland

Authors: Piotr Żuk and Paweł Żuk

Qualitative assessment of evidence-informed adolescent mental health policymaking in India: insights from project SAMA

Authors: Alice Ivory, Mutharaju Arelingaiah, Navaneetham Janardhana, Poornima Bhola, Siobhan Hugh-Jones and Tolib Mirzoev

Exploring line managers’ perspectives on using data in managing sickness absence: a qualitative study

Authors: Lene Rasmussen, Maj Britt Dahl Nielsen, Anne Helene Garde and Jesper Kristiansen

Most recent articles RSS

View all articles

The utilisation of health research in policy-making: concepts, examples and methods of assessment

Authors: Stephen R Hanney, Miguel A Gonzalez-Block, Martin J Buxton and Maurice Kogan

The application of systems thinking in health: why use systems thinking?

Authors: David H Peters

The role of NGOs in global health research for development

Authors: Hélène Delisle, Janet Hatcher Roberts, Michelle Munro, Lori Jones and Theresa W Gyorkos

How to engage stakeholders in research: design principles to support improvement

Authors: Annette Boaz, Stephen Hanney, Robert Borst, Alison O’Shea and Maarten Kok

The 10 largest public and philanthropic funders of health research in the world: what they fund and how they distribute their funds

Authors: Roderik F. Viergever and Thom C. C. Hendriks

Most accessed articles RSS

Featured article

Identifying priority technical and context-specific issues in improving the conduct, reporting and use of health economic evaluation in low- and middle-income countries

Health Research Policy and Systems (2018) 16 :4

The authors aim to identify the top priority issues that impede the conduct, reporting and use of economic evaluation as well as potential solutions as an input for future research topics by the international Decision Support Initiative and other movements.

Visit our Health Services Research page

Editors-in-Chief

Kathryn Oliver, London School of Hygiene and Tropical Medicine, UK Chigozie Jesse Uneke, Ebonyi State University, Nigeria

New cross journal series

Latest Tweets

Your browser needs to have JavaScript enabled to view this timeline

Call for papers

We are delighted to announce a Call for Papers for our new thematic series on " The role of the health research system during the COVID-19 epidemic: experiences, challenges and future vision ". This will focus on the role of health research systems in the control and management of COVID-19, so that the experiences of countries can be shared with each other and the lessons learned are accessible to all. More details can be found here .

Do you have an idea for a thematic series? Let us know!

Published in collaboration with the World Health Organization

• Editorial Board
• Manuscript editing services
• Instructions for Editors
• Sign up for article alerts and news from this journal
• Follow us on Twitter

Annual Journal Metrics

Citation Impact 2023 Journal Impact Factor: 3.6 5-year Journal Impact Factor: 4.3 Source Normalized Impact per Paper (SNIP): 1.804 SCImago Journal Rank (SJR): 1.563

Speed 2023 Submission to first editorial decision (median days): 67 Submission to acceptance (median days): 196

Usage 2023 Downloads: 1,738,266 Altmetric mentions: 1,598

• More about our metrics

ISSN: 1478-4505

• Submission enquiries: Access here and click Contact Us
• General enquiries: [email protected]

This website uses cookies to ensure you get the best experience. Learn more about DOAJ’s privacy policy.

Hide this message

You are using an outdated browser. Please upgrade your browser to improve your experience and security.

The Directory of Open Access Journals

Quick search, journal of health research.

0857-4421 (Print)  / 2586-940X (Online)

• ISSN Portal

Publishing with this journal

The journal charges up to:

as publication fees (article processing charges or APCs).

There is no waiver policy for these charges.

Look up the journal's:

• Aims & scope
• Instructions for authors
• Editorial Board
• Double anonymous peer review

→ This journal checks for plagiarism .

Expect on average 12 weeks from submission to publication.

Best practice

This journal began publishing in open access in 2018 . What does DOAJ define as Open Accesss?

This journal uses a CC BY license.

Attribution

→ Look up their open access statement and their license terms .

The author does not retain unrestricted copyrights and publishing rights.

→ Learn more about their copyright policy .

Permanent article identifier:

Journal metadata

Publisher College of Public Health Sciences, Chulalongkorn University , Thailand Manuscripts accepted in English

LCC subjects Look up the Library of Congress Classification Outline Medicine: Other systems of medicine Medicine: Public aspects of medicine Keywords public health health systems asian traditional medicine environmental health health policy environmental and occupational health

WeChat QR code

• Download PDF
• Share X Facebook Email LinkedIn
• Permissions

Optimizing Health Care Utilization for Patients With Complex Medical Needs—Should We Be Targeting Social Risks?

• 1 Division of General Internal Medicine, Department of Medicine, Weill Cornell Medicine, New York, New York
• 2 Division of Epidemiology, Department of Population Health Science, Weill Cornell Medicine, New York, New York

In recent years, increased attention has been focused on adverse social determinants of health (SDOH) and health-related social needs (HRSN), which are known to have profound and deleterious impacts on morbidity and mortality. 1 These social risk factors include living in an area with high crime rates, having food insecurity, and being uninsured. Individuals with multiple chronic conditions (MCC) have complex medical needs that can be exacerbated by social risks. However, documenting the link between social risks and health outcomes for adults with MCC has largely been limited to specific disease conditions, with individual social risks considered independently. 2 , 3 With a growing number of adults living with MCC, elucidating the cumulative and collective impact of social risks is an emerging priority. In an effort to rigorously address this issue, this study by Tucher et al 4 leveraged rich data from the Kaiser Permanente Northern California (KPNC) health care system to determine the relative contribution of numerous social risks (eg, neighborhood deprivation, social isolation, financial insecurity) in association with ambulatory and inpatient health care utilization over 12 months among adults with MCC. As hypothesized, Tucher et al 4 found that social risks were significantly associated with increased health care utilization. Interestingly, Tucher et al 4 also observed a dose-response association between experiencing a greater number of social risks and increased utilization across a variety of outcomes, including emergency department visits, inpatient admissions, and outpatient visits. Tucher et al 4 posited that by identifying potential drivers of health care utilization among individuals with MCC, they could “inform policymakers and clinical leaders when planning social resource allocation and targeting, program expansions, and refining care management strategies.” While Tucher et al 4 sought to generate evidence to inform policymakers and clinical leaders, ambiguity remains about the best path forward in addressing social risks to improve health outcomes.

Earlier this year, the National Institute of Minority Health convened a 2-day workshop “Research Strategies to Optimize Health Care for People with Multiple Chronic Conditions from Populations Experiencing Health Disparities.” 5 Nearly every session over the 2 days discussed how SDOH and HRSN impact health outcomes for individuals with MCC. Further, in November 2023, the Biden Administration published the US Playbook To Address Social Determinants of Health, 6 with the goal to “accelerate innovation across sectors to develop practical solutions that equitably improve social circumstances and achieve better health outcomes.” The playbook outlined 3 strategies to address SDOH in the US: (1) expand data gathering and sharing, (2) support flexible funding for social needs, and (3) support backbone organizations. 6 Applying these 3 broad strategies to address social risks for patients with MCC may offer an opportunity to optimize their health care utilization by reducing unnecessary or avoidable care and improving outcomes.

Integrated health care systems, such as KPNC, have been pioneers in the first strategy, with systematic, longitudinal SDOH data collection of their members. Indeed, notable strengths of the study by Tucher et al 4 include the large (approximately 100 000 adults), diverse (eg, 10.6% Asian patients, 11.1% Black patients, and 18.3% Hispanic patients; 50% of patients earning <$50 000/y) sample of KPNC members insured by Medicaid, Medicare, and private insurance, irrespective of their chronic conditions, in addition to multidimensional measures of social risk (eg, neighborhood deprivation index, social vulnerability index, financial strain, food insecurity, and housing instability). Although this study by Tucher et al 4 underscores why we as researchers should care about social risks for individuals with MCC, to make the case for why a health system should invest limited resources to routinely collect social risk data and address the identified needs (the second playbook strategy), a robust cost-benefit evaluation is warranted. Implementing systematic data collection and referral processes can be expensive and resource intensive (ie, comprehensive screening and referrals often require a staff member, such as a medical assistant or patient navigator). 7 Through Medicaid and the Children’s Health Insurance Program, there have been some recent successful attempts at the state-level to support social risk assessment, referral, and intervention, as evidenced by North Carolina, New Jersey, Oregon, Arizona, Massachusetts, Arkansas, and Washington. 6 However, these programs are Medicaid-specific, and in the absence of federal dollars to support this endeavor for individuals with Medicare or private insurance, the playbook’s second strategy would require substantial investments from individual states and/or health care systems.

The third playbook strategy is particularly compelling, as it focuses on support to organizations that link health care systems to community-based organizations. 6 Rather than putting the onus to address social risks on the health care system, this strategy proposes to leverage existing organizations that have experience administering programs that address unmet social needs. An identified opportunity is to have Medicare pay for community health workers to screen patients for SDOH and subsequently connect them to available resources. Acknowledging the potential challenges, particularly regarding, sustainability and scale-up, this type of strategy could be a promising place to start to address social risks for adults with MCC, as suggested by Tucher et al. 4

The stakes are high for the millions of people in the US who are living with MCC and who experience social risks. The study by Tucher et al 4 brings much needed attention to these complex issues, where the solutions are equally complex to integrate and sustain. Continued efforts to develop, implement, and evaluate approaches to addressing the interplay among these issues are warranted, given the clinical and policy implications, and, most importantly, implications for the individual patients and their families.

Published: September 27, 2024. doi:10.1001/jamanetworkopen.2024.35152

Open Access: This is an open access article distributed under the terms of the CC-BY License . © 2024 Pinheiro LC. JAMA Network Open .

Corresponding Author: Laura C. Pinheiro, PhD, MPH, Division of General Internal Medicine, Department of Medicine, Weill Cornell Medicine, 420 E 70th St, Box 331, New York, NY 10065 ( [email protected] ).

Conflict of Interest Disclosures: Dr Pinheiro reported receiving grants from Pfizer, Conquer Cancer Foundation, and National Cancer Institute outside the submitted work.

See More About

Pinheiro LC. Optimizing Health Care Utilization for Patients With Complex Medical Needs—Should We Be Targeting Social Risks? JAMA Netw Open. 2024;7(9):e2435152. doi:10.1001/jamanetworkopen.2024.35152

Manage citations:

© 2024

Select Your Interests

Customize your JAMA Network experience by selecting one or more topics from the list below.

• Academic Medicine
• Acid Base, Electrolytes, Fluids
• Allergy and Clinical Immunology
• American Indian or Alaska Natives
• Anesthesiology
• Anticoagulation
• Art and Images in Psychiatry
• Artificial Intelligence
• Assisted Reproduction
• Bleeding and Transfusion
• Caring for the Critically Ill Patient
• Challenges in Clinical Electrocardiography
• Climate and Health
• Climate Change
• Clinical Challenge
• Clinical Decision Support
• Clinical Implications of Basic Neuroscience
• Clinical Pharmacy and Pharmacology
• Complementary and Alternative Medicine
• Consensus Statements
• Coronavirus (COVID-19)
• Critical Care Medicine
• Cultural Competency
• Dental Medicine
• Dermatology
• Diabetes and Endocrinology
• Diagnostic Test Interpretation
• Drug Development
• Electronic Health Records
• Emergency Medicine
• End of Life, Hospice, Palliative Care
• Environmental Health
• Equity, Diversity, and Inclusion
• Facial Plastic Surgery
• Gastroenterology and Hepatology
• Genetics and Genomics
• Genomics and Precision Health
• Global Health
• Guide to Statistics and Methods
• Hair Disorders
• Health Care Delivery Models
• Health Care Economics, Insurance, Payment
• Health Care Quality
• Health Care Reform
• Health Care Safety
• Health Care Workforce
• Health Disparities
• Health Inequities
• Health Policy
• Health Systems Science
• History of Medicine
• Hypertension
• Images in Neurology
• Implementation Science
• Infectious Diseases
• Innovations in Health Care Delivery
• JAMA Infographic
• Law and Medicine
• Leading Change
• Less is More
• LGBTQIA Medicine
• Lifestyle Behaviors
• Medical Coding
• Medical Devices and Equipment
• Medical Education
• Medical Education and Training
• Medical Journals and Publishing
• Mobile Health and Telemedicine
• Narrative Medicine
• Neuroscience and Psychiatry
• Notable Notes
• Nutrition, Obesity, Exercise
• Obstetrics and Gynecology
• Occupational Health
• Ophthalmology
• Orthopedics
• Otolaryngology
• Pain Medicine
• Palliative Care
• Pathology and Laboratory Medicine
• Patient Care
• Patient Information
• Performance Improvement
• Performance Measures
• Perioperative Care and Consultation
• Pharmacoeconomics
• Pharmacoepidemiology
• Pharmacogenetics
• Pharmacy and Clinical Pharmacology
• Physical Medicine and Rehabilitation
• Physical Therapy
• Physician Leadership
• Population Health
• Primary Care
• Professional Well-being
• Professionalism
• Psychiatry and Behavioral Health
• Public Health
• Pulmonary Medicine
• Regulatory Agencies
• Reproductive Health
• Research, Methods, Statistics
• Resuscitation
• Rheumatology
• Risk Management
• Scientific Discovery and the Future of Medicine
• Shared Decision Making and Communication
• Sleep Medicine
• Sports Medicine
• Stem Cell Transplantation
• Substance Use and Addiction Medicine
• Surgical Innovation
• Surgical Pearls
• Teachable Moment
• Technology and Finance
• The Art of JAMA
• The Arts and Medicine
• The Rational Clinical Examination
• Tobacco and e-Cigarettes
• Translational Medicine
• Trauma and Injury
• Treatment Adherence
• Ultrasonography
• Users' Guide to the Medical Literature
• Vaccination
• Venous Thromboembolism
• Veterans Health
• Women's Health
• Workflow and Process
• Wound Care, Infection, Healing

Get the latest research based on your areas of interest.

Others also liked.

• Register for email alerts with links to free full-text articles
• Access PDFs of free articles
• Manage your interests
• Save searches and receive search alerts

An official website of the United States government

The .gov means it’s official. Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

The site is secure. The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

• Publications
• Account settings

The PMC website is updating on October 15, 2024. Learn More or Try it out now .

• Advanced Search
• Journal List
• BMJ Glob Health
• v.9(9); 2024
• PMC11409266

Advancing collaborative research for health: why does collaboration matter?

Carla saenz.

1 Pan American Health Organization, Washington, District of Columbia, USA

Timothy M Krahn

2 Dalhousie University, Halifax, Nova Scotia, Canada

Maxwell J Smith

3 Faculty of Health Sciences, University of Western Ontario, London, Ontario, Canada

Michelle M Haby

Sarah carracedo, ludovic reveiz, associated data.

No data are available.

The calls for health research to be collaborative are ubiquitous—even as part of a recent World Health Assembly resolution on clinical trials—yet the arguments in support of collaborative research have been taken for granted and are absent in the literature. This article provides three arguments to justify why health research ought to be collaborative and discusses trade-offs to be considered among the ethical values guiding each argument.

SUMMARY BOX

• Health research ought to be collaborative in emergency and non-emergency situations.
• Arguments for collaborations in health research are grounded in the values of efficiency, benefit maximisation and equity.
• Health research collaboration can encompass many differences and take place in very diverse settings. The values of efficiency, benefit maximisation and equity do not dictate a formula for research collaborations in specific circumstances.
• It may be necessary to consider trade-offs between these values. One may be justified to depart from (more robust) collaboration in specific circumstances. However, it is never acceptable to compromise respect and fairness to advance research collaboration.

The COVID-19 pandemic has made it clear that the impact of research is not limited to advancing people’s health in the future. Research can also be impactful for current health threats. 1 Research that was conducted very quickly led to the timely development of effective COVID-19 diagnostic tests, vaccines, therapeutics and public health interventions. 2 Yet this success story should not obscure challenges in the conduct of COVID-19 research. 3 For example, multiple repetitive, small trials have consumed an important share of research resources while not being able to yield much-needed knowledge about the efficacy of the interventions under study. 4 , 7 These challenges have been acknowledged to the extent that there have been various calls for increased collaboration in research, 38 , 10 along with a World Health Assembly resolution calling for increased coordination of clinical trials. 11 Furthermore, as part of the response to the mpox emergency, WHO urged for ‘collaborative research’. 12

The call for research to be collaborative has been ubiquitous, even before the pandemic, 13 , 17 yet the justification to proceed collaboratively when conducting research is not obvious. What do collaborations add to research? Why should we advance research collaborations, instead of just ensuring that research needs are met? Why are research collaborations described as an ethical imperative, particularly in the context of health emergencies?

In this article, we explain why research collaborations are ethically valuable, provide three arguments to justify why health research ought to be collaborative and discuss trade-offs to be considered among the ethical values guiding each argument.

An ethical framework for collaborative health research

Health is recognised as a common good 18 19 that critically affects our life prospects and welfare, even our very survival. Health research is vital for advancing health; it is through the conduct of research that we find cures for diseases and ways to prevent and alleviate suffering. To the extent that we ought to promote health, we ought to promote health research. 20 The ethical value of health confers ethical value to health research.

Therefore, health research is not an ethically neutral activity, that is, one that is impartial to what is ethically valuable and as such optional. Research is an ethically loaded undertaking because it is crucial to advance our common good. 21 While the connection between research and our health and well-being has been globally palpable during the pandemic, the impact of health research on our health and well-being transcends emergency circumstances because our health and well-being are also threatened by numerous other diseases and health conditions.

This understanding of health research as an ethical endeavour frames the discussion about collaborations in health research. Specifically, the ethical character of health research dictates the ways in which it should be conducted. Whether we conduct this research faster or slower, with greater impact or lesser impact, reaching everybody or only a few with its benefits is not ethically neutral, because something as important as our health and well-being is at stake. That is, since conducting health research constitutes an ethical duty, the way in which that duty is discharged is ethically relevant; it can be done in a way that is more right or wrong, more good or bad. 22 23

Arguments for collaboration in health research

Health research is a complex enterprise that is conducted in vastly diverse settings. Accordingly, in emergency and non-emergency situations, it can encompass collaborations among very different parties, including governmental entities, academia, pharmaceutical companies, international organisations and non-governmental organizations (NGOs). Collaborating institutions may be in the same jurisdiction or in distant countries. They may also be very differently resourced, even when they are located within the same country.

The collaborative conduct of health research can entail the following: (1) seeking the involvement of researchers in the locations where research is going to be conducted, (2) seeking the involvement of researchers in the locations where the research results are expected to be beneficial, (3)seeking the involvement of researchers conducting similar studies to avoid duplication and (4) seeking the involvement of researchers with relevant expertise, whether or not they are in the locations where research is going to be conducted or where the research results are expected to be beneficial. 24 25

Ideally, collaborative research should entail all those four types of collaboration, and more robust collaboration, understood as collaboration that entails more of these types, is in general preferable over less collaborative research. A common path for health research involves a lengthy process that starts in a laboratory, evolves to trials with human participants, which ultimately prove if an intervention is safe and efficacious and moves forward to studies in real-life scenarios to learn about its effectiveness or the challenges posed by its implementation. The further researchers are in the process of putting into practice research results, the stronger the argument for proceeding collaboratively and pursuing all types of collaboration. However, it may be justifiable for researchers to depart from the ideal scenario that includes the four types of collaborations outlined above, provided there are good reasons to do so.

Nonetheless, it is not obvious why collaborations in health research are not just a matter of researcher preference, convenience or standard practice but an ethical imperative. That health research is ethically valuable does not explain why it ought to be conducted collaboratively. One may think that it is only justified to team up with those with the highest knowledge and expertise on the research topic, which tend to be in HICs or high-income settings, thus restricting collaborations to those in geographical proximity or those with certain status and reputation. 26 While the Nuffield Council on Bioethics’ Research in Global Health Emergencies report has made a key contribution stressing that research collaboration is inherently ethical in emergency situations, specific ethical arguments that apply to emergency and non-emergency settings, along with clarification about the implications of these arguments in particular circumstances are still needed. 17

There are at least three important reasons why collaboration in health research is ethically valuable and ought to be advanced (see table 1 ). First, collaborations can help research to be conducted faster. Aggregating data from different research sites can yield statistically meaningful results faster. The urge for speed attracts support in emergencies, although there is no prima facie reason to justify delaying the production of research results for non-emergency situations, for example, to treat cancer or chronic conditions. Indeed, speed in non-emergency times is also important to speed up the attainment of the benefit. Furthermore, teaming up with local researchers may be necessary to be able to conduct studies (eg, to have access to the affected patient population or existing samples) or to be able to navigate ethical and regulatory requirements to initiate and adequately oversee them within reasonable time frames. Collaboration can help reduce unnecessary duplication of efforts. 7 We refer to these reasons as the efficiency argument for collaboration in research. 927 , 29

Second, collaborations can facilitate the implementation of research results. Health research seeks to improve the health and well-being of populations, which are the potential benefits of research, that is, its social value. Yet, this value is realised only when research results are implemented. Teaming up with researchers based in the area where research results are meant to be beneficial establishes relationships and builds trust that can expedite the implementation of research results. Moreover, working closely with local researchers helps in the adjustment of research protocols so they are responsive to the specific needs and priorities of affected communities. This enhances the social value of the study, thus facilitating the uptake of its results. This is the benefit maximisation argument for collaboration in research.

Third, collaborations can help to build research capacity. 25 There is significantly more research capacity in high-income countries (HICs) than in low- and middle-income countries (LMICs), 30 where many studies are being conducted (often because they host populations with the conditions being researched) or where research results are meant to be beneficial. This situation is often reproduced within countries because there tends to be a research capacity gap between high-income and low-income settings. Teaming up with researchers from LMICs and low-income settings can enhance their research capacity, which in turn can further the prospects for equity in health. Local research capacity is necessary to lead research that addresses the specific health needs of LMICs and low-income settings, and thus effectively address issues that cause health inequities. 24 31 This is the equity argument for advancing collaborative research.

Acceptable and unacceptable trade-offs

Concerns for efficiency, benefit maximisation and equity do not dictate a formula for health research collaborations, that is, for optimally dividing roles and responsibilities among collaborating parties. Research collaboration encompasses a wide set of arrangements ranging from close partnerships to informal cooperative interactions. 32 In general, the stronger the collaborative ties, the better the collaboration may realise the values of efficiency, benefit maximisation and equity that justify and guide research collaborations. However, these values are realised in specific circumstances that may involve various challenges. Moreover, the values are realised in different time frames, for example, equity may only be realised after a long period of collaboration.

Therefore, these values may need to be balanced against each other in particular circumstances to find the optimal approach to a specific collaboration. This is in general how ethical values direct action in every facet of life: instead of dictating a univocal recipe for action, they guide an analysis that considers specific circumstances. Furthermore, research collaborations are not the only way to realise these values of efficiency, benefit maximisation and equity in global health. Similarly, there may be practical obstacles to realise these values through research collaborations that must be taken into account when assessing the best course of action, for example, administrative hurdles, language barriers or even lack of access to knowledge about local expertise. 33

In situations like outbreaks or health emergencies that are characterised by the absence of effective countermeasures, it may be justified to give higher priority to efficiency and benefit maximisation, which in turn may call for a less robust collaboration with researchers in affected areas if no prior collaboration has been established. While discussions about research plans and methodology are key components of collaborative research and crucial to build capacity and advance equity, they take time that in these circumstances may be better used expediting the initiation of the study. However, a higher priority should not be confused with absolute priority to any value, for example, a higher priority to efficiency and benefit maximisation in specific circumstances should not preclude equity.

Trade-offs between the values of efficiency, benefit maximisation and equity may be acceptable when discharging the duty to conduct health research collaboratively. 23 34 Yet it is often the case that the achievement of any one of them is dependent on the others. For instance, benefit maximisation can be threatened if research is not efficient. Equity can be threatened when there is inefficiency (ie, efficiency leads to greater benefits and thus greater equity). Benefit maximisation can be threatened if research is inequitable.

Other trade-offs are, however, ethically unacceptable. Research collaboration must always adhere to the bedrock principles of respect and fairness, which are embedded in the standards of research integrity. 17 35 For example, it would be unethical to exploit collaborators or fail to give credit when credit is due in order to advance efficiency in the publication of research results. Respect and fairness must never be compromised to advance efficiency, benefit maximisation or equity in research collaborations.

The way forward

Research is a powerful tool to advance people’s health. Collaboration with researchers from affected areas or areas expected to implement research results is not optional but ethically required to advance the values of efficiency, benefit maximisation and equity. Clarifying the reasons why health research ought to be conducted collaboratively and the values that guide research collaborations is, however, only a first step to foster collaboration in health research. Additional practical guidance is necessary to identify research collaborators and establish effective collaborations that advance the best balance of the ethical values at stake.

As with other aspects of research, no algorithm but actual ethics analysis is needed to elucidate the best course of action, for example, when and why departures from more robust collaborations and trade-offs between the values are justified. Robust collaborative research that realises the values of efficiency, benefit maximisation and equity should be advanced as the moral default, in the way we currently advance research that includes populations historically excluded from research as the default and exclude groups only if justified. Proceeding collaboratively when conducting health research is an ethical duty, even if one may be justified in specific circumstances to depart from it or to adopt limited collaborative arrangements.

In order to advance research collaboration across the globe, it is critical for researchers to know what research is underway and who has relevant expertise and capacities. Transparency in research, which includes registration that feeds into WHO’s International Clinical Trials Registry Platform 36 and publication of research results in indexed journals, is, therefore, essential. But it does not suffice. Strategies to promote fair, respectful health research collaborations must be developed as part of our global health agenda. While frameworks and models to advance collaborations in health research have been proposed (eg, the Bergen Model of Collaborative Functioning 37 ), they have not specified why collaborations in health research are not just an option but ought to be pursued. As we move forward, the reasons why health research ought to be collaborative, as shown in this article, should meaningfully guide the strategies to advance such collaborations and address practical challenges of implementing research collaborations, for example, overcoming the various barriers that hamper collaborations.

The authors alone are responsible for the views expressed in this article and they do not necessarily represent the official positions of the Pan American Health Organization.

Funding: Many of the authors work for the Pan American Health Organization, which serves the Regional Office for the Americas of the World Health Organization, and have developed this manuscript as part of their work. The Pan American Health Organization owns the copyright of this work, as per the Organization’s rules.

Handling editor: Helen J Surana

Patient consent for publication: Not applicable.

Provenance and peer review: Not commissioned; externally peer reviewed.

Data availability statement

News Center

• Browse Archive
• Browse By Administrative Unit
• Browse By College/School
• Accomplishments
• Class Notes
• Experts Directory
• UNLV In The News
• UNLV Today Announcements
• UNLV Magazine
• Share a Story Idea
• Submit Class Note
• Submit a UNLV Today Accomplishment or Announcement
• Directories

Quick Links

• Directories Home
• Colleges, Schools, and Departments
• Administrative Units
• Research Centers and Institutes
• Resources and Services
• Employee Directory
• Contact UNLV
• Social Media Directory
• UNLV Mobile Apps

The Power Behind the Kirk Kerkorian School of Medicine's Research Engine

Collaborating with researchers around the world continues to expand and enhance biostatistician Kavita Batra's reputation in the scientific community.

Kavita Batra is an assistant professor, medical research biostatistician, and interim executive director of research and scholarly activity at the Kirk Kerkorian School of Medicine at UNLV. (Photo by Julian Fox)

• September 25, 2024
• By Paul Joncich

From her office in the Las Vegas Medical District, Kirk Kerkorian School of Medicine at UNLV biostatistician Kavita Batra  routinely fires off information-packed emails to places like Turkey, Poland, and Italy.

Collaborating with researchers all over the world and working on multiple projects at a time, the sheer volume of information that flows back through Batra’s inbox would make your head spin. There are data sets, spreadsheets, formulas, graphs, and research-related queries. Not only must she stay organized, but she also must compartmentalize and prioritize her workday to meet multiple deadlines imposed upon her by similarly overachieving colleagues, students and collaborators eager to see their work go to publication.

On top of that, as her reputation grows, there are new requests to collaborate and invitations to sit on editorial boards of science and medical journals, where she’ll be tasked with even more responsibility to make unbiased decisions on the manuscripts submitted by the scientific community.

The latest editorial board invitation came from Scientific Reports , the fifth most cited journal in the world. Batra also sits on editorial boards or consults for publications including Annals of Epidemiology and the Journal of Medicine, Surgery and Public Health , among others.

Growing up in India, she attended one of the country’s most prestigious dental schools and practiced dental surgery for five years before becoming a public health officer, where she fell in love with statistics that revealed disease trends. Moving to the U.S. at the age of 30, she received her master’s and PhD from UNLV School of Public Health .

In less than four years since joining the school of medicine, Batra has collaborated with dozens of medical students, residents, fellows, and faculty, publishing more than 100 peer-reviewed publications, including full-length journal articles, book chapters, monographs, and books. Her collaborations extend beyond the school of medicine as she also works with the UNLV Schools of Public Health and Dental Medicine.

But that’s not all. She has nearly 100 additional scholarly outcomes, including editorials, published abstracts, posters, and oral presentations at various levels, ranging from local to international, resulting from her independent research and mentoring efforts.

Busier than ever, Batra still manages to look up from her computer screen and greet visitors with a smile. “Have time to answer a few questions for a magazine article?” I ask.

“I would be honored to participate,” she replies, unfailingly polite.

What drives you to work in research?

The primary motivation behind my research stems from my desire to solve problems and the sense of accomplishment that comes with it when you are doing meaningful work. I take pride in being a part of multidisciplinary research teams that are dedicated to improving patients’ well-being. Additionally, it is fulfilling to know that the work I do has practical applications.

What project/accomplishment are you most proud of?

To me, nothing is bigger than contributing to the pool of knowledge by offering my expertise to help our clinicians and medical trainees achieve their scholarly goals. My clinical training in dental medicine and doctorate in public health allow me to share both the perspectives of the individual patient and the population’s health. With these two lenses, I am positioned well to make significant contributions to interdisciplinary research.

In addition, I, along with my co-investigators, received a $650,000 grant from the Department of Health and Human Services-Division of Healthcare Financing and Policy to perform a robust linkage of the large datasets for analyzing maternal and neonatal drivers of the high Medicaid burden in Nevada.

Any interesting projects in the pipeline you’d like to talk about?

Yes, my long-term goal — shared with our associate dean for research, Dr. Deborah Kuhls — is to develop a structured, research-focused mentoring program for our school community. Research is a long journey to the end result, and it is important that we create an environment conducive to learn and conduct research. In this initiative, we have a long road ahead, and the office of research is well committed to travel this long distance.

How does research help raise the image and reputation of the school of medicine?

I think research is an integral part of the foundational skills and offers a competitive advantage that medical professionals need to acquire in the continuum of their learning process. Publications and high-quality scholarly outcomes can position our learners and medical trainees well in this professional world. Needless to mention, more research and scholarly productivity of our learners, trainees, and faculty will work better with our university’s goal to maintain its R1 designation overall.

Simply put, more research leads to more scholarly outcomes, which in turn leads to more funding, more visibility nationally and internationally, all of these lead to a strong reputation, brand name, and a good standing in academic health. In addition, I am thankful to our leadership, [Dr. Marc J. Kahn, dean of the medical school and vice president for health affairs; Dr. Kuhls; and Dr. Robert Hernandez] who are constantly supportive of expanding our medical research enterprise.

Do you feel like the school is developing in this area?

Yes, I can totally see that we are heading in the right direction — no doubt! Quantitatively, I have witnessed a significant increase in research output since the time I was hired almost four years ago. This is definitely a good sign.

I also noticed that the completion rates of the research projects have also increased with more emphasis on manuscripts. It is evident that we are transitioning to the “Getting Things Done” model, in which we are taking a more structured and action-oriented approach to stimulate the research and scholarly activity. A huge thanks to Dr. Aditi Singh and Dr. Buddhadeb Dawn for supporting the first structured research elective for our residents in the internal medicine department.

Is there anything else you would like to share?

Yes, I would like to share my belief and what I have learned in my research journey. And that is: “If the right opportunity does not knock, build a door.” Always remember that the starting point of great success begins when you discipline yourself.

Campus Units:

Related experts:, you might also like.

UNLV and Global Alzheimer’s Organization Collaborating to Bring Next-Gen Research to Las Vegas

Entities sign Memorandum of Understanding to cultivate best-in-class clinical research services for Alzheimer’s and other neurodegenerative diseases.

The Data Advantage: How Academic Analytics Empowers Researchers at UNLV

The platform transforms UNLV’s research infrastructure, enhances the university’s data-driven culture, and supports strategic decision-making to expand faculty opportunities.

Massive Merger: Study Reveals Evidence for Origin of Supermassive Black Hole at Galaxy’s Center

UNLV astrophysicists analyze data from Event Horizon Telescope’s groundbreaking imaging of Sagittarius A* and suggest it formed by merger of two black holes roughly 9 billion years ago.  

Information

• Author Services

Initiatives

You are accessing a machine-readable page. In order to be human-readable, please install an RSS reader.

All articles published by MDPI are made immediately available worldwide under an open access license. No special permission is required to reuse all or part of the article published by MDPI, including figures and tables. For articles published under an open access Creative Common CC BY license, any part of the article may be reused without permission provided that the original article is clearly cited. For more information, please refer to https://www.mdpi.com/openaccess .

Feature papers represent the most advanced research with significant potential for high impact in the field. A Feature Paper should be a substantial original Article that involves several techniques or approaches, provides an outlook for future research directions and describes possible research applications.

Feature papers are submitted upon individual invitation or recommendation by the scientific editors and must receive positive feedback from the reviewers.

Editor’s Choice articles are based on recommendations by the scientific editors of MDPI journals from around the world. Editors select a small number of articles recently published in the journal that they believe will be particularly interesting to readers, or important in the respective research area. The aim is to provide a snapshot of some of the most exciting work published in the various research areas of the journal.

Original Submission Date Received: .

• Active Journals
• Find a Journal
• Journal Proposal
• Proceedings Series
• For Authors
• For Reviewers
• For Editors
• For Librarians
• For Publishers
• For Societies
• For Conference Organizers
• Open Access Policy
• Institutional Open Access Program
• Special Issues Guidelines
• Editorial Process
• Research and Publication Ethics
• Article Processing Charges
• Testimonials
• Preprints.org
• SciProfiles
• Encyclopedia

Article Menu

• Subscribe SciFeed
• Recommended Articles
• Google Scholar
• on Google Scholar
• Table of Contents

Find support for a specific problem in the support section of our website.

Please let us know what you think of our products and services.

Visit our dedicated information section to learn more about MDPI.

JSmol Viewer

Social, economic, and environmental effects of electricity and heat generation in yenisei siberia: is there an alternative to coal.

1. Introduction

2. materials and methods, 3.1. electricity generation, 3.2. heat generation, 3.3. the impact of energy production on the quality of atmospheric air, 3.3.1. electricity generation, 3.3.2. heat generation, 3.4. social and economic effects of energy generation, 3.4.1. public health, 3.4.2. economic effects, 4. conclusions, author contributions, data availability statement, acknowledgments, conflicts of interest.

• Mahmud, M.A.P.; Farjana, S.H. Comparative Life Cycle Environmental Impact Assessment of Renewable Electricity Generation Systems: A Practical Approach towards Europe, North America and Oceania. Renew. Energy 2022 , 193 , 1106–1120. [ Google Scholar ] [ CrossRef ]
• Nugent, D.; Sovacool, B.K. Assessing the Lifecycle Greenhouse Gas Emissions from Solar PV and Wind Energy: A Critical Meta-Survey. Energy Policy 2014 , 65 , 229–244. [ Google Scholar ] [ CrossRef ]
• Amponsah, N.Y.; Troldborg, M.; Kington, B.; Aalders, I.; Hough, R.L. Greenhouse Gas Emissions from Renewable Energy Sources: A Review of Lifecycle Considerations. Renew. Sustain. Energy Rev. 2014 , 39 , 461–475. [ Google Scholar ] [ CrossRef ]
• Gorbacheva, N. True Value of Electricity in Siberia: Cost-Benefit Analysis. HSE Econ. J. 2020 , 24 , 340–371. [ Google Scholar ] [ CrossRef ]
• Ortiz, P.S.; Flórez-Orrego, D.; de Oliveira Junior, S.; Filho, R.M.; Osseweijer, P.; Posada, J. Unit Exergy Cost and Specific CO2 Emissions of the Electricity Generation in the Netherlands. Energy 2020 , 208 , 118279. [ Google Scholar ] [ CrossRef ]
• Rojas-Rueda, D.; Morales-Zamora, E.; Alsufyani, W.A.; Herbst, C.H.; AlBalawi, S.M.; Alsukait, R.; Alomran, M. Environmental Risk Factors and Health: An Umbrella Review of Meta-Analyses. Int. J. Environ. Res. Public Health 2021 , 18 , 704. [ Google Scholar ] [ CrossRef ]
• Chen, X.; Shao, S.; Tian, Z.; Xie, Z.; Yin, P. Impacts of Air Pollution and Its Spatial Spillover Effect on Public Health Based on China’s Big Data Sample. J. Clean. Prod. 2017 , 142 , 915–925. [ Google Scholar ] [ CrossRef ]
• Sun, H.; Leng, Z.; Zhao, H.; Ni, S.; Huang, C. The Impact of Air Pollution on Urban Residents’ Health Expenditure: Spatial Evidence from Yangtze River Delta, China. Air Qual. Atmos. Health 2021 , 14 , 343–350. [ Google Scholar ] [ CrossRef ]
• Clancy, L.; Goodman, P.; Sinclair, H.; Dockery, D.W. Effect of Air-Pollution Control on Death Rates in Dublin, Ireland: An Intervention Study. Lancet 2002 , 360 , 1210–1214. [ Google Scholar ] [ CrossRef ]
• Brown, K.E.; Henze, D.K.; Milford, J.B. Accounting for Climate and Air Quality Damages in Future U.S. Electricity Generation Scenarios. Environ. Sci. Technol. 2013 , 47 , 3065–3072. [ Google Scholar ] [ CrossRef ]
• Hou, G.; Sun, H.; Jiang, Z.; Pan, Z.; Wang, Y.; Zhang, X.; Zhao, Y.; Yao, Q. Life Cycle Assessment of Grid-Connected Photovoltaic Power Generation from Crystalline Silicon Solar Modules in China. Appl. Energy 2016 , 164 , 882–890. [ Google Scholar ] [ CrossRef ]
• Grachev, V.A.; Plyamina, O.V. Environmental Performance of Various Methods of Electric Power Generation. At. Energiya 2017 , 123 , 160–164. [ Google Scholar ]
• Greenhouse Gas Emissions from Energy Data Explorer—Data Tools. Available online: https://www.iea.org/data-and-statistics/data-tools/greenhouse-gas-emissions-from-energy-data-explorer (accessed on 29 November 2022).
• Craig, C.A.; Feng, S. Exploring Utility Organization Electricity Generation, Residential Electricity Consumption, and Energy Efficiency: A Climatic Approach. Appl. Energy 2017 , 185 , 779–790. [ Google Scholar ] [ CrossRef ]
• Zhang, M.; Liu, X.; Wang, W.; Zhou, M. Decomposition Analysis of CO2 Emissions from Electricity Generation in China. Energy Policy 2013 , 52 , 159–165. [ Google Scholar ] [ CrossRef ]
• Dong, K.; Sun, R.; Hochman, G. Do Natural Gas and Renewable Energy Consumption Lead to Less CO2 Emission? Empirical Evidence from a Panel of BRICS Countries. Energy 2017 , 141 , 1466–1478. [ Google Scholar ] [ CrossRef ]
• Apt, J. The Other Reason to Shift Away from Coal: Air Pollution That Kills Thousands Every Year. Available online: http://theconversation.com/the-other-reason-to-shift-away-from-coal-air-pollution-that-kills-thousands-every-year-78874 (accessed on 22 November 2022).
• Ladage, S.; Blumenberg, M.; Franke, D.; Bahr, A.; Lutz, R.; Schmidt, S. On the Climate Benefit of a Coal-to-Gas Shift in Germany’s Electric Power Sector. Sci. Rep. 2021 , 11 , 11453. [ Google Scholar ] [ CrossRef ]
• Revich, B.A. Assessment of the Effect Produced by the Fuel and Energy Complex on the Environment and Health. Stud. Russ. Econ. Dev. 2010 , 21 , 403–410. [ Google Scholar ] [ CrossRef ]
• Wang, Y. The Analysis of the Impacts of Energy Consumption on Environment and Public Health in China. Energy 2010 , 35 , 4473–4479. [ Google Scholar ] [ CrossRef ]
• Bhattacharya, M.; Awaworyi Churchill, S.; Paramati, S.R. The Dynamic Impact of Renewable Energy and Institutions on Economic Output and CO2 Emissions across Regions. Renew. Energy 2017 , 111 , 157–167. [ Google Scholar ] [ CrossRef ]
• Singh, N.; Nyuur, R.; Richmond, B. Renewable Energy Development as a Driver of Economic Growth: Evidence from Multivariate Panel Data Analysis. Sustainability 2019 , 11 , 2418. [ Google Scholar ] [ CrossRef ] [ Green Version ]
• Lambert, R.J.; Silva, P.P. The Challenges of Determining the Employment Effects of Renewable Energy. Renew. Sustain. Energy Rev. 2012 , 16 , 4667–4674. [ Google Scholar ] [ CrossRef ]
• Wei, M.; Patadia, S.; Kammen, D.M. Putting Renewables and Energy Efficiency to Work: How Many Jobs Can the Clean Energy Industry Generate in the US? Energy Policy 2010 , 38 , 919–931. [ Google Scholar ] [ CrossRef ]
• Çelik, O. Assessment of the Relationship between Renewable Energy and Employment of the United States of America: Empirical Evidence from Spectral Granger Causality. Environ. Sci. Pollut. Res. 2021 , 28 , 13047–13054. [ Google Scholar ] [ CrossRef ]
• Hillebrand, B.; Butterman, H.; Behringer, J.; Bleuel, M. The Expansion of Renewable Energies and Employment Effects in Germany. Energy Policy 2006 , 34 , 3484–3494. [ Google Scholar ] [ CrossRef ]
• District Heating—Analysis. Available online: https://www.iea.org/reports/district-heating (accessed on 29 November 2022).
• Global Electricity Review 2022. Available online: https://ember-climate.org/insights/research/global-electricity-review-2022/ (accessed on 29 November 2022).
• Power Sector Emissions Jumped to Record as World Turned to Coal. 2022. Available online: https://www.bnnbloomberg.ca/power-sector-emissions-jumped-to-record-as-world-turned-to-coal-1.1744947 (accessed on 18 November 2022).
• Diluiso, F.; Walk, P.; Manych, N.; Cerutti, N.; Chipiga, V.; Workman, A.; Ayas, C.; Cui, R.Y.; Cui, D.; Song, K.; et al. Coal Transitions—Part 1: A Systematic Map and Review of Case Study Learnings from Regional, National, and Local Coal Phase-out Experiences. Environ. Res. Lett. 2021 , 16 , 113003. [ Google Scholar ] [ CrossRef ]
• Farsaei, A.; Syri, S.; Olkkonen, V.; Khosravi, A. Unintended Consequences of National Climate Policy on International Electricity Markets—Case Finland’s Ban on Coal-Fired Generation. Energies 2020 , 13 , 1930. [ Google Scholar ] [ CrossRef ] [ Green Version ]
• Kryukov, V.A.; Suslov, N.I.; Kryukov, Y.V. Asian Russia’s Energy Complex in Changing World. World Econ. Int. Relat. 2021 , 65 , 101–128. [ Google Scholar ] [ CrossRef ]
• Veselov, F.V.; Erokhina, I.V.; Makarova, A.S.; Solyanik, A.I.; Urvantseva, L.V. Scales and Consequences of Deep Decarbonization of the Russian Electric Power Industry. Teploenergetika 2022 , 10 , 32–44. [ Google Scholar ] [ CrossRef ]
• Porfiryev, B.N. Effective Action Strategy to Cope with Climate Change and Its Impact on Russia’s Economy. Stud. Russ. Econ. Dev. 2019 , 30 , 3–16. [ Google Scholar ] [ CrossRef ]
• Porfiryev, B.; Shirov, A.; Kolpakov, K. Low-Carbon Strategy: Prospects for the Russian Economy. World Econ. Int. Relat. 2020 , 9 , 15–25. [ Google Scholar ] [ CrossRef ]
• Gorbacheva, N.V. Siberia Energy Choice: Cost-Benefit Analysis ; Institute of Economics and Industrial Engineering: Novosibirsk, Russia, 2020. [ Google Scholar ]
• Report on the State of the Heating and District Heating in the Russian Federation in 2020. Available online: https://minenergo.gov.ru/node/22832 (accessed on 22 November 2022).
• Gonzalez-Salazar, M.; Langrock, T.; Koch, C.; Spieß, J.; Noack, A.; Witt, M.; Ritzau, M.; Michels, A. Evaluation of Energy Transition Pathways to Phase out Coal for District Heating in Berlin. Energies 2020 , 13 , 6394. [ Google Scholar ] [ CrossRef ]
• Müller, K. Heat Pipelines and Climate Camps: Coal Mining’s in/Visible Infrastructure. Extr. Ind. Soc. 2021 , 8 , 100944. [ Google Scholar ] [ CrossRef ]
• Veselova, E.S. “Yenisei Siberia”—The first macro-region of Russia. Eko 2018 , 6 , 20–37. [ Google Scholar ]
• Romanov, A.A.; Gusev, B.A.; Leonenko, E.V.; Tamarovskaya, A.N.; Vasiliev, A.S.; Zaytcev, N.E.; Philippov, I.K. Graz Lagrangian Model (GRAL) for Pollutants Tracking and Estimating Sources Partial Contributions to Atmospheric Pollution in Highly Urbanized Areas. Atmosphere 2020 , 11 , 1375. [ Google Scholar ] [ CrossRef ]
• Program and Scheme of Perspective Development of the Krasnoyarsk Krai Electric Power Industry for the Period 2022–2026. Available online: http://www.consultant.ru/regbase/cgi/online.cgi?req=doc;base=RLAW123;n=269443#8sNMpQTDyvQaPUzT (accessed on 16 November 2022).
• Program and Scheme of Perspective Development of the KHAKASSIA REPUBLIC Electric Power Industry for the Period 2022–2026. Available online: https://r-19.ru/documents/7891/115056.html (accessed on 16 November 2022).
• Program and Scheme of Perspective Development of the Tuva Republic Electric Power Industry for the Period 2018–2022. Available online: https://docs.cntd.ru/document/550210025 (accessed on 16 November 2022).
• Record-Low Water Level in the Yenisei Forced Power Engineers to Redistribute Load at Power Plants. Available online: http://vesti-19.ru/news/19586-rekordno-nizkiy-uroveny-vodi-v-enisee-zastavil-energetikov-pereraspredelity-nagruzku-na-stantsii/ (accessed on 16 November 2022).
• Autonomous Hybrid Power Plants in the Republic of Tyva. Available online: https://www.hevelsolar.com/projects/avtonomnye-gibridnye-energoustanovki-v-respublike-tyva/ (accessed on 18 November 2022).
• Abakan Solar Power Plant. Available online: https://enplusgroup.com/ru/company/map/abakan-solar-power-plant-abakan-spp/ (accessed on 16 November 2022).
• Semikashev, V.V. Heat Supply in Russia: Current State and Problems Investment Development. Eco 2019 , 9 , 23–47. [ Google Scholar ] [ CrossRef ]
• State Report on the State and Use of Mineral Resources of Russia in 2020. Available online: https://www.mnr.gov.ru/docs/gosudarstvennye_doklady/gosudarstvennyy_doklad_o_sostoyanii_i_ispolzovanii_mineralno_syrevykh_resursov_2020/ (accessed on 16 November 2022).
• Gorbacheva, N.V. Coal-Fired Power in the New Industrial Development. World Econ. Int. Relat. 2016 , 60 , 42–51. [ Google Scholar ] [ CrossRef ]
• Report on the State and Use of Water Resources of the Russian Federation in 2020. Available online: http://www.priroda.ru/lib/ (accessed on 16 November 2022).
• Scientists Assessed the Impact of the Emergency at Norilsk CHPP-3 on the Ecosystem. Available online: https://www.interfax.ru/russia/740879 (accessed on 18 November 2022).
• State Report on the State and Protection of the Environment in the Krasnoyarsk Krai in 2020. Available online: http://www.mpr.krskstate.ru/envir/page5849 (accessed on 18 November 2022).
• Heat Supply Schemes of Krasnoyarsk. Available online: http://www.admkrsk.ru/citytoday/municipal/energy/sezon1/pages/default.aspx (accessed on 18 November 2022).
• Saneev, B.G.; Maysyuk, E.P. Assessment of the Impact of Fuel and Energy Sector of the Irkutsk Region on the Environment. Bull. Baikal State Univ. 2018 , 28 , 249–256. [ Google Scholar ] [ CrossRef ]
• Saneev, B.G.; Maysyuk, E.P.; Muzychuk, S.J. Environmental Assessment of Applying Innovations in the Energy Sector of the Region (Based on Irkutsk Region). J. Volgogr. State Univ. Econ. 2020 , 22 , 95–107. [ Google Scholar ] [ CrossRef ]
• SGK Will Replace and Reconstruct 121 Obsolete Boiler Plants by 2025. Available online: https://sibgenco.online/news/element/kak-umenshit-na-sotnyu-kolichestvo-kotelnykh-v-gorodakh-sgk-k-2025-godu (accessed on 18 November 2022).
• Conclusions on the Summary Calculations of Atmospheric Air Pollution. Available online: http://www.krasecology.ru/About/SummaryCalculations (accessed on 18 November 2022).
• Pyzhev, A.I.; Sharafutdinov, R.A.; Zander, E.V. Environmental Consequences of Economic Development of Large Industrial Cities in Resource Regions (A Case study of Krasnoyarsk, Russia). Eco 2021 , 7 , 4–55. [ Google Scholar ] [ CrossRef ]
• Heat Supply Schemes of Nazarovo. Available online: http://www.nazarovograd.ru/gov/arch/doc/3/28.html (accessed on 18 November 2022).
• Sharypovo Development Strategy. Available online: http://www.gorodsharypovo.ru/page/strategiya-razvitiya-do-2030-goda/ (accessed on 18 November 2022).
• Semikashev, V.V.; Gaivoronskaya, M.S. Analysis of the Present and Prospects of Gasification in Russia for the Period up to 2030. Stud. Russ. Econ. Dev. 2022 , 33 , 91–100. [ Google Scholar ] [ CrossRef ]

Click here to enlarge figure

Share and Cite

Syrtsova, E.; Pyzhev, A.; Zander, E. Social, Economic, and Environmental Effects of Electricity and Heat Generation in Yenisei Siberia: Is there an Alternative to Coal? Energies 2023 , 16 , 212. https://doi.org/10.3390/en16010212

Syrtsova E, Pyzhev A, Zander E. Social, Economic, and Environmental Effects of Electricity and Heat Generation in Yenisei Siberia: Is there an Alternative to Coal? Energies . 2023; 16(1):212. https://doi.org/10.3390/en16010212

Syrtsova, Ekaterina, Anton Pyzhev, and Evgeniya Zander. 2023. "Social, Economic, and Environmental Effects of Electricity and Heat Generation in Yenisei Siberia: Is there an Alternative to Coal?" Energies 16, no. 1: 212. https://doi.org/10.3390/en16010212

Article Metrics

Article access statistics, further information, mdpi initiatives, follow mdpi.

Subscribe to receive issue release notifications and newsletters from MDPI journals