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Stephen Pfohl

@stephenpfohl.bsky.social

Research scientist at Google. Previously Stanford Biomedical Informatics. Researching #fairness #equity #robustness #transparency #causality #healthcare

769 Followers  |  1,195 Following  |  2 Posts  |  Joined: 03.12.2023  |  1.3971

Latest posts by stephenpfohl.bsky.social on Bluesky

Ice berg meme template. From top to bottom: Correlation does not imply causation Third variable adjustment Just run an experiment Confounding Collider bias Selective mortality Observational longitudinal data Mediation analysis is messed up Posttreatment bias in experiments Generalization as a causal inference problem Missing data as a causal inference problem Measurement as a causal inference problem Causal foundations of applied probability and statistics

Ice berg meme template. From top to bottom: Correlation does not imply causation Third variable adjustment Just run an experiment Confounding Collider bias Selective mortality Observational longitudinal data Mediation analysis is messed up Posttreatment bias in experiments Generalization as a causal inference problem Missing data as a causal inference problem Measurement as a causal inference problem Causal foundations of applied probability and statistics

Causal inference iceberg!
What's missing?

26.02.2025 13:40 — 👍 193    🔁 33    💬 46    📌 1

This is (unfortunately) the required style for Nature journals

20.12.2024 15:11 — 👍 3    🔁 0    💬 0    📌 0

Check out our new paper "Tackling Algorithmic Bias and Promoting Transparency in Health Datasets: The STANDING Together Consensus Recommendations" jointly published in NEJM AI and The Lancet Digital Health, led by @jaldmn.bsky.social @xiaoliu.bsky.social

18.12.2024 18:51 — 👍 9    🔁 3    💬 0    📌 0

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