Stephen Pfohl
@stephenpfohl.bsky.social
780 followers 1.2K following 2 posts
Research scientist at Google. Previously Stanford Biomedical Informatics. Researching #fairness #equity #robustness #transparency #causality #healthcare
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Reposted by Stephen Pfohl
dingdingpeng.the100.ci
Causal inference iceberg!
What's missing?
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
stephenpfohl.bsky.social
This is (unfortunately) the required style for Nature journals
stephenpfohl.bsky.social
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