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PRIMARY-AI: outcomes-based standards to safeguard primary care in the AI era
HHealthcare

PRIMARY-AI: outcomes-based standards to safeguard primary care in the AI era

  • February 12, 2026

School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua Medicine, Tsinghua University, Beijing, China

Dian Zeng, Zehua Jiang, Yiming Qin & Tien Yin Wong

King’s Population Health Institute, King’s College London, London, UK

Lorainne Tudor Car & Josip Car

Department of Primary Care and Public Health, School of Public Health, Imperial College London, London, UK

Lorainne Tudor Car, Holger Kunz & Ana Luisa Neves

University of Leicester, Leicester, UK

Kamlesh Khunti

School of Health Policy and Management, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China

Yuanli Liu & Chenyang Pei

Heidelberg Institute of Global Health (HIGH), Medical Faculty and University Hospital, Heidelberg University, Heidelberg, Germany

Till Bärnighausen & Chenyang Pei

Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Harvard University, Boston, USA

Till Bärnighausen

Africa Health Research Institute, Somkhele and Durban, Durban, South Africa

Till Bärnighausen

Department of Public Health and Primary Care, National eHealth Living Lab, Leiden University Medical Center, Leiden, the Netherlands

Niels H. Chavannes

Institute of Ophthalmology, University College London, London, UK

Pearse A. Keane

Moorfields Eye Hospital NHS Foundation Trust, London, UK

Pearse A. Keane

NIHR Moorfields Biomedical Research Centre, London, UK

Pearse A. Keane

Institute of Health Informatics, University College of London, London, UK

Holger Kunz

Schwarzman College and School of Public Policy and Management, Tsinghua University, Beijing, China

Lan Xue

Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore

Joseph J. Y. Sung & Sabrina Wong

Centre for Innovation and Precision Eye Health and Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore

Yih Chung Tham

Singapore Eye Research Institute, Singapore National Eye Center, Singapore, Singapore

Yih Chung Tham & Tien Yin Wong

Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore

Yih Chung Tham

Springer, Milan, Italy

Lorenzo Righetto

The Lancet Group, London, UK

Rupa Sarker

Jockey Club School of Public Health and Primary Care, Chinese University of Hong Kong, Hong Kong, China

Samuel Yeung Shan Wong

Institute of Heath Sciences Education, Faculty of Medicine and Health Sciences, McGill University, Montreal, Canada

Donald Boudreau

Department of Automation, Tsinghua University, Beijing, China

Qionghai Dai

Institute of Brain and Cognitive Sciences, Tsinghua University, Beijing, China

Qionghai Dai

IDG/McGovern Institute for Brain Research, Tsinghua University, Beijing, China

Qionghai Dai

Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China

Qionghai Dai

State Key Laboratory of Metabolic Dysregulation & Prevention and Treatment of Esophageal Cancer, Shanghai Key Laboratory of Diabetes Mellitus, Department of Endocrinology and Metabolism, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Sixth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China

Weiping Jia & Huating Li

Department of Computer Science and Technology, Tsinghua University, Beijing, China

Yang Liu

Institute for AI Industry Research, Tsinghua University, Beijing, China

Yang Liu

School of Biomedical Engineering & State Key Laboratory of Advanced Medical Materials and Devices, Shanghai Tech University, Shanghai, China

Dinggang Shen

Shanghai United Imaging Intelligence Company, Shanghai, China

Dinggang Shen

Shanghai Clinical Research and Trial Center, Shanghai, China

Dinggang Shen

Department of Psychological and Cognitive Sciences, Tsinghua University, Beijing, China

Jia Liu

School of Law, Tsinghua University, Beijing, China

Weixing Shen

Vanke School of Public Health, Tsinghua University, Beijing, China

John S. Ji

General Practice ACP, Tsinghua University, Beijing, China

Zhong Wang

Department of General Practice, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua Medicine, Tsinghua University, Beijing, China

Zhong Wang & Zhiyi Wang

General Practice Health Laboratory, Beijing Tsinghua Changgung Hospital, Beijing, China

Zhong Wang

First Affiliated Hospital of Sun Yat-Sen University, Guangzhou, China

Haibo Wang

Department of Population Health Science, School of Medicine, Duke University, Durham, NC, USA

Shenglan Tang

Duke Global Health Institute, Duke University, Durham, NC, USA

Shenglan Tang

Global Health Research Center, Duke Kunshan University, Kunshan, China

Shenglan Tang

SingHealth-Duke-NUS Global Health Institute, Duke-NUS School of Medicine, Singapore, Singapore

Shenglan Tang

School of Medicine, Tsinghua Medicine, Tsinghua University, Beijing, China

Zihao Zou

National Engineering Research Center of Software Engineering, Peking University, Beijing, China

Yasha Wang

Data Science and Technology, MOH Office for Healthcare Transformation, Singapore, Singapore

Dinesh Visva Gunasekeran

School of Medicine, National University of Singapore, Singapore, Singapore

Dinesh Visva Gunasekeran

Ophthalmology ACP, Duke-NUS Medical School, Singapore, Singapore

Dinesh Visva Gunasekeran

National Healthcare Group Polyclinics, Singapore, Singapore

Sabrina Wong

Acacia Lab for Implementation Science, School of Health Management, Southern Medical University, Guangzhou, China

Dong Xu

Southern Medical University Institute for Global Health, Dermatology Hospital, Southern Medical University, Guangzhou, China

Dong Xu

Center for World Health Organization Studies and Department of Health Management, School of Health Management of Southern Medical University, Guangzhou, China

Dong Xu

Cedars Sinai Medical Center, Los Angeles, CA, USA

Ryan Urbanowicz

Westmead Applied Research Centre, Sydney Medical School, The University of Sydney, Sydney, New South Wales, Australia

Liliana Laranjo

RISE-Health, MEDCIDS- Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine of the University of Porto, Porto, Portugal

Ana Luisa Neves

Centre for Quantitative Medicine, Duke-NUS Medical School, Singapore, Singapore

Nan Liu

King’s College London, London, UK

Yulan He

College of Health Sciences, VinUniversity, Hanoi, Vietnam

Phuoc Van Le

School of Medicine, University of California, San Francisco, CA, USA

Phuoc Van Le

Johns Hopkins University School of Medicine, Baltimore, MD, USA

Neil Bressler

Department of Global Health and Population, Harvard TH Chan School of Public Health, Boston, MA, USA

Rifat Atun

Department of Health Policy and Management, Harvard TH Chan School of Public Health, Boston, MA, USA

Rifat Atun

Department of Global Health and Social Medicine, Harvard Medical School, Boston, MA, USA

Rifat Atun

Mills-Peninsula Medical Center (Sutter Health), San Mateo, CA, USA

David C. Klonoff

Shanghai Belt and Road International Joint Laboratory for Intelligent Prevention and Treatment of Metabolic Disorders, Department of Computer Science and Engineering, School of Electronic, Information, and Electrical Engineering, Institute for Proactive Healthcare, Shanghai Jiao Tong University, Department of Endocrinology and Metabolism, Shanghai Sixth People’s Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai Diabetes Institute, Shanghai Clinical Center for Diabetes, Shanghai Key Laboratory of Diabetes Mellitus, Shanghai, China

Bin Sheng

MOE Key Laboratory of AI, School of Electronic, Information, and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China

Bin Sheng

Department of Medicine, Stanford School of Medicine, Stanford, CA, USA

Nigam Shah

Clinical Excellence Research Center, Stanford School of Medicine, Stanford, CA, USA

Nigam Shah

Technology and Digital Solutions, Stanford Health Care, Palo Alto, CA, USA

Nigam Shah

Beijing Key Laboratory of Intelligent Diagnostic Technology and Devices for Major Blinding Eye Diseases, Tsinghua Medicine, Tsinghua University, Beijing, China

Tien Yin Wong

Beijing Visual Science and Translational Eye Research Institute, Beijing Tsinghua Changgung Hospital Eye Center, Tsinghua Medicine, Tsinghua University, Beijing, China

Tien Yin Wong

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