Michael Pencina

External validation of AI models in health should be replaced with recurring local validation

2023 · 135 Zit. · Nature Medicine

A Nationwide Network of Health AI Assurance Laboratories

2023 · 97 Zit. · JAMA

A framework for the oversight and local deployment of safe and high-quality prediction models

2022 · 93 Zit. · Journal of the American Medical Informatics Association

Mitigating Racial And Ethnic Bias And Advancing Health Equity In Clinical Algorithms: A Scoping Review

2023 · 71 Zit. · Health Affairs

Translating ethical and quality principles for the effective, safe and fair development, deployment and use of artificial intelligence technologies in healthcare

2023 · 40 Zit. · Journal of the American Medical Informatics Association

A proposal for developing a platform that evaluates algorithmic equity and accuracy

2022 · 38 Zit. · BMJ Health & Care Informatics

Incremental Benefits of Machine Learning—When Do We Need a Better Mousetrap?

2021 · 30 Zit. · JAMA Cardiology

Implementing quality management systems to close the AI translation gap and facilitate safe, ethical, and effective health AI solutions

2023 · 29 Zit. · npj Digital Medicine

Translating AI for the Clinician

2024 · 24 Zit. · JAMA

Empowering nurses to champion Health equity & BE FAIR: Bias elimination for fair and responsible AI in healthcare

2024 · 19 Zit. · Journal of Nursing Scholarship

Launching the Trustworthy and Responsible AI Network (TRAIN)

2025 · 18 Zit. · JAMA

Observability and its impact on differential bias for clinical prediction models

2022 · 14 Zit. · Journal of the American Medical Informatics Association

A Federated Registration System for Artificial Intelligence in Health

2024 · 13 Zit. · JAMA

Application of unified health large language model evaluation framework to In-Basket message replies: bridging qualitative and quantitative assessments

2025 · 6 Zit. · Journal of the American Medical Informatics Association

A Heuristic for Notifying Patients About AI: From Institutional Declarations to Informed Consent

2025 · 2 Zit. · The American Journal of Bioethics