Home Research Research Library Data Transformation to Advance AI/ML Research and Implementation in Primary Care Data Transformation to Advance AI/ML Research and Implementation in Primary Care 2025 Author(s) Tsai, Timothy, Lee, Julie J, Phillips, Robert L, and Lin, Steven Topic(s) Role of Primary Care, Achieving Health System Goals, and What Family Physicians Do Keyword(s) Health Information Technology (HIT), and Practice Innovations Volume Annals of Family Medicine Source Annals of Family Medicine Artificial intelligence and machine learning (AI/ML) in health care is accelerating at a breathtaking pace. As the largest health care delivery platform, primary care is where the power, opportunity, and future of AI/ML are most likely to be realized in the broadest and most ambitious scale. However, there is a relative lack of organized, open, large-scale primary care datasets to attract industry and academia in primary care–focused research and development. This article proposes a set of high-level considerations around the data transformation that is needed to enable the growth of AI/ML applications in primary care. These considerations call for automation of data collection, organization of fragmented data, identification of primary care–specific use cases, integration of AI/ML into human workflows, and surveillance for unintended consequences. By unlocking the power of its data, primary care can play a leading role in advancing health care AI/ML to support patients, clinicians, and the health of the nation. ABFM Research Read all 2016 Sponsoring Institutions with Five or Fewer Residency Programs Produce a Larger Proportion of General Internists and Family Physicians Go to Sponsoring Institutions with Five or Fewer Residency Programs Produce a Larger Proportion of General Internists and Family Physicians 2021 Empowering Family Physicians to Drive Change in Practice: Plans for the ABFM National Journal Club Go to Empowering Family Physicians to Drive Change in Practice: Plans for the ABFM National Journal Club 2016 “Community vital signs”: incorporating geocoded social determinants into electronic records to promote patient and population health Go to “Community vital signs”: incorporating geocoded social determinants into electronic records to promote patient and population health 2022 Comprehensiveness-the Need to Resurrect a Sagging Pillar of Primary Care. Go to Comprehensiveness-the Need to Resurrect a Sagging Pillar of Primary Care.
Author(s) Tsai, Timothy, Lee, Julie J, Phillips, Robert L, and Lin, Steven Topic(s) Role of Primary Care, Achieving Health System Goals, and What Family Physicians Do Keyword(s) Health Information Technology (HIT), and Practice Innovations Volume Annals of Family Medicine Source Annals of Family Medicine
ABFM Research Read all 2016 Sponsoring Institutions with Five or Fewer Residency Programs Produce a Larger Proportion of General Internists and Family Physicians Go to Sponsoring Institutions with Five or Fewer Residency Programs Produce a Larger Proportion of General Internists and Family Physicians 2021 Empowering Family Physicians to Drive Change in Practice: Plans for the ABFM National Journal Club Go to Empowering Family Physicians to Drive Change in Practice: Plans for the ABFM National Journal Club 2016 “Community vital signs”: incorporating geocoded social determinants into electronic records to promote patient and population health Go to “Community vital signs”: incorporating geocoded social determinants into electronic records to promote patient and population health 2022 Comprehensiveness-the Need to Resurrect a Sagging Pillar of Primary Care. Go to Comprehensiveness-the Need to Resurrect a Sagging Pillar of Primary Care.
2016 Sponsoring Institutions with Five or Fewer Residency Programs Produce a Larger Proportion of General Internists and Family Physicians Go to Sponsoring Institutions with Five or Fewer Residency Programs Produce a Larger Proportion of General Internists and Family Physicians
2021 Empowering Family Physicians to Drive Change in Practice: Plans for the ABFM National Journal Club Go to Empowering Family Physicians to Drive Change in Practice: Plans for the ABFM National Journal Club
2016 “Community vital signs”: incorporating geocoded social determinants into electronic records to promote patient and population health Go to “Community vital signs”: incorporating geocoded social determinants into electronic records to promote patient and population health
2022 Comprehensiveness-the Need to Resurrect a Sagging Pillar of Primary Care. Go to Comprehensiveness-the Need to Resurrect a Sagging Pillar of Primary Care.
