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High-Throughput Phenotyping of the Symptoms of Alzheimer Disease and Related Dementias Using Large Language Models: Cross-Sectional Study

High-Throughput Phenotyping of the Symptoms of Alzheimer Disease and Related Dementias Using Large Language Models: Cross-Sectional Study

motor) “Speech is fluent but some dysnomia is noted” (mislabeled: intact language; correct: impaired language) “Long term memory is fine but short term memory is not great” (mislabeled: intact memory; correct: impaired memory) “Impairment of short-term memory has declined” (mislabeled: intact memory; correct: impaired memory) “ask about his past falls” (mislabeled: impaired motor; correct: no information) “repeat the same question over and over again” (mislabeled: no information; correct: impaired memory) “he

You Cheng, Mrunal Malekar, Yingnan He, Apoorva Bommareddy, Colin Magdamo, Arjun Singh, Brandon Westover, Shibani S Mukerji, John Dickson, Sudeshna Das

JMIR AI 2025;4:e66926

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