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Healthcare | Stanford HAI
Back to Healthcare

All Work Published on Healthcare

Why 'Zero-Shot' Clinical Predictions Are Risky
Suhana Bedi, Jason Alan Fries, and Nigam H. Shah
Jan 07, 2026
News
Doctor reviews a tablet in the foreground while other doctors and nurses stand over a medical bed in the background

These models generate plausible timelines from historical patterns; without calibration and auditing, their “probabilities” may not reflect reality.

Why 'Zero-Shot' Clinical Predictions Are Risky

Suhana Bedi, Jason Alan Fries, and Nigam H. Shah
Jan 07, 2026

These models generate plausible timelines from historical patterns; without calibration and auditing, their “probabilities” may not reflect reality.

Healthcare
Foundation Models
Doctor reviews a tablet in the foreground while other doctors and nurses stand over a medical bed in the background
News
Toward Fairness in Health Care Training Data
Amit Kaushal, Russ Altman, Curtis Langlotz
Quick ReadOct 01, 2020
Policy Brief
Toward Fairness in Health Care Training Data

This brief highlights the lack of geographic representation in medical-imaging AI training data and calls for nationwide, diversity-focused data-sharing initiatives.

Toward Fairness in Health Care Training Data

Amit Kaushal, Russ Altman, Curtis Langlotz
Quick ReadOct 01, 2020

This brief highlights the lack of geographic representation in medical-imaging AI training data and calls for nationwide, diversity-focused data-sharing initiatives.

Healthcare
Ethics, Equity, Inclusion
Toward Fairness in Health Care Training Data
Policy Brief
Stanford Researchers: AI Reality Check Imminent
Forbes
Dec 23, 2025
Media Mention

Shana Lynch, HAI Head of Content and Associate Director of Communications, pointed out the "'era of AI evangelism is giving way to an era of AI evaluation,'" in her AI predictions piece, where she interviewed several Stanford AI experts on their insights for AI impacts in 2026.

Stanford Researchers: AI Reality Check Imminent

Forbes
Dec 23, 2025

Shana Lynch, HAI Head of Content and Associate Director of Communications, pointed out the "'era of AI evangelism is giving way to an era of AI evaluation,'" in her AI predictions piece, where she interviewed several Stanford AI experts on their insights for AI impacts in 2026.

Generative AI
Economy, Markets
Healthcare
Communications, Media
Media Mention
Most-Read: The Stanford HAI Stories that Defined AI in 2025
Shana Lynch
Dec 15, 2025
News
illustration of people reading computers, phones, and print

Readers wanted to know if their therapy chatbot could be trusted, whether their boss was automating the wrong job, and if their private conversations were training tomorrow's models.

Most-Read: The Stanford HAI Stories that Defined AI in 2025

Shana Lynch
Dec 15, 2025

Readers wanted to know if their therapy chatbot could be trusted, whether their boss was automating the wrong job, and if their private conversations were training tomorrow's models.

Economy, Markets
Generative AI
Healthcare
illustration of people reading computers, phones, and print
News
Stanford AI Experts Predict What Will Happen in 2026
Shana Lynch
Dec 15, 2025
News

The era of AI evangelism is giving way to evaluation. Stanford faculty see a coming year defined by rigor, transparency, and a long-overdue focus on actual utility over speculative promise.

Stanford AI Experts Predict What Will Happen in 2026

Shana Lynch
Dec 15, 2025

The era of AI evangelism is giving way to evaluation. Stanford faculty see a coming year defined by rigor, transparency, and a long-overdue focus on actual utility over speculative promise.

Economy, Markets
Ethics, Equity, Inclusion
Foundation Models
Generative AI
Healthcare
Industry, Innovation
International Affairs, International Security, International Development
News
Vital Set Of Policy Recommendations For Stridently Dealing With AI That Provides Mental Health Advice
Forbes
Dec 11, 2025
Media Mention

Forbes Columnist Lance Elliot describes Stanford HAI's recent response to the FDA’s RFC, which focused on policy recommendations for mental health and AI.

Vital Set Of Policy Recommendations For Stridently Dealing With AI That Provides Mental Health Advice

Forbes
Dec 11, 2025

Forbes Columnist Lance Elliot describes Stanford HAI's recent response to the FDA’s RFC, which focused on policy recommendations for mental health and AI.

Healthcare
Media Mention
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