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Evaluation · Safety

LLMs in Medicine

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First page
LLMs in Medicine
The curator’s take

A comprehensive survey (300+ papers) of LLMs applied to medicine, from clinical tasks to biomedical research.

Key points
01

Principles and applications: Covers the core principles of medical LLMs and their applications across clinical decision support, patient communication, medical education, and biomedical research.

02

Benchmark coverage: Reviews medical QA benchmarks (MedQA, PubMedQA, MedMCQA, etc.) and their limitations for real clinical settings.

03

Challenges: Identifies challenges specific to medicine including hallucination in clinical advice, privacy, regulatory compliance, and equity/bias concerns.

04

Deployment considerations: Discusses what's required for safe deployment, including evaluation, monitoring, and the role of clinician oversight.

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