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Small but Specialized: A Domain-Adapted Retrieval-Augmented LLM Outperforms Frontier Generalists in Pediatric and Adolescent Gynecology

2026-07-24

Abstract excerpt

<h4>ABSTRACT</h4> <h4>Background</h4> Pediatric and adolescent gynecology (PAG) is a highly specialized field where timely, accurate clinical guidance can prevent serious harm to a vulnerable population, yet most general-purpose large language models (LLMs) lack reliable, citation-grounded knowledge of this domain. <h4>Objective</h4> To develop and evaluate a domain-specialized AI model that provides safe, evid...

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Literature Corpus work
2513c8c0-0795-5dfc-9251-c5652399324c
DOI
10.64898/2026.07.22.26358688
Open publication

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Small but Specialized: A Domain-Adapted Retrieval-Augmented LLM Outperforms Frontier Generalists in Pediatric and Adolescent GynecologyDOI 10.64898/2026.07.22.26358688
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