Search Results for author: John Caskey

Found 2 papers, 0 papers with code

Leveraging A Medical Knowledge Graph into Large Language Models for Diagnosis Prediction

no code implementations28 Aug 2023 Yanjun Gao, Ruizhe Li, John Caskey, Dmitriy Dligach, Timothy Miller, Matthew M. Churpek, Majid Afshar

In this paper, we outline an innovative approach for augmenting the proficiency of LLMs in the realm of automated diagnosis generation, achieved through the incorporation of a medical knowledge graph (KG) and a novel graph model: Dr. Knows, inspired by the clinical diagnostic reasoning process.

DR.BENCH: Diagnostic Reasoning Benchmark for Clinical Natural Language Processing

no code implementations29 Sep 2022 Yanjun Gao, Dmitriy Dligach, Timothy Miller, John Caskey, Brihat Sharma, Matthew M Churpek, Majid Afshar

The potential for clinical natural language processing (cNLP) to model diagnostic reasoning in humans with forward reasoning from data to diagnosis and potentially reduce the cognitive burden and medical error has not been investigated.

Named Entity Recognition Named Entity Recognition (NER) +1

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