Essays, notes, and technical writing across medicine and ML.
A small archive of long-form pieces connected to research, systems work, and questions worth thinking through carefully.
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Recent writing and long-form notes.
Research Notes
The Patient Is Not a Label: Toward World Models of Physiology
Clinical AI has spent a decade scoring labels. The next frontier is action-aware patient-state modeling: physiology, measurement, intervention, uncertainty, and consequence.
Clinical AI
Clinical Note Extraction in the Age of Generative AI: Error Patterns, Methodological Architectures, and Strategic Implementation
An in-depth survey of clinical note extraction methods--rule-based, BERT, and LLMs--with error patterns, taxonomy of failures, and implementation strategy.
Decision-making
The Psychology of Risk: Why Smart People Still Gamble Badly in Trading
Behavioral finance explains how cognitive shortcuts and emotional responses distort risk perception and lead even highly educated traders to gamble badly.
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Writing is most useful when it stays tied to real questions.
This archive will keep growing as a complement to the research practice: methods, medicine, AI, and decision-making under uncertainty.
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