02 // research
research outputs.
going deep on the things that matter.
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paper
who builds venture-backed healthtech in australia?
a descriptive analysis of 82 founders across 39 australian healthtech companies. 3 in 4 aren't doctors. among those who are, the median years of business experience before founding is zero. a living document, open to corrections and additions.
healthtechventure-capitalaustraliafounderscareer-trajectories
paper
decomposing physician disagreement in healthbench
original research investigating why physicians disagree when evaluating medical ai outputs. 81.8% of disagreement is unexplained by observable features — but closing information gaps could cut it significantly.
healthbenchphysician-disagreementai-evaluationinter-rater-reliability
paper
healthbench: evaluating llms towards improved human health
contributing physician to openai's open-source benchmark for evaluating llm performance and safety in healthcare. 262 physicians, 5,000 multi-turn conversations, 48,562 rubric criteria.
healthbenchopenaiai-safetyhealthcare