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Making LLM Predictions Interpretable: Fine-Tuning GPT-4o for Early Discontinuation of Cancer Medication.

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Title: Making LLM Predictions Interpretable: Fine-Tuning GPT-4o for Early Discontinuation of Cancer Medication.
Authors: Ni C; Vanderbilt University, Nashville, TN, USA., Song Q; Vanderbilt University, Nashville, TN, USA., Warner JL; Brown University, Providence, RI, USA., Chen Q; Vanderbilt University, Nashville, TN, USA.; Vanderbilt University Medical Center, Nashville, TN, USA., Song L; Vanderbilt University, Nashville, TN, USA., Rosenbloom ST; Vanderbilt University Medical Center, Nashville, TN, USA., Zuckerman A; Vanderbilt Specialty Pharmacy, Nashville, TN, USA., Lynch B; Vanderbilt Specialty Pharmacy, Nashville, TN, USA., Malin BA; Vanderbilt University, Nashville, TN, USA.; Vanderbilt University Medical Center, Nashville, TN, USA., Yin Z; Vanderbilt University, Nashville, TN, USA.; Vanderbilt University Medical Center, Nashville, TN, USA.
Source: Studies in health technology and informatics [Stud Health Technol Inform] 2026 May 21; Vol. 336, pp. 750-754.
Publication Type: Journal Article
Journal Info: Publisher: IOS Press Country of Publication: Netherlands NLM ID: 9214582 Publication Model: Print Cited Medium: Internet ISSN: 1879-8365 (Electronic) Linking ISSN: 09269630 NLM ISO Abbreviation: Stud Health Technol Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Making LLM Predictions Interpretable: Fine-Tuning GPT-4o for Early Discontinuation of Cancer Medication.
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  Data: <searchLink fieldCode="AU" term="%22Ni+C%22">Ni C</searchLink>; Vanderbilt University, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Song+Q%22">Song Q</searchLink>; Vanderbilt University, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Warner+JL%22">Warner JL</searchLink>; Brown University, Providence, RI, USA.<br /><searchLink fieldCode="AU" term="%22Chen+Q%22">Chen Q</searchLink>; Vanderbilt University, Nashville, TN, USA.; Vanderbilt University Medical Center, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Song+L%22">Song L</searchLink>; Vanderbilt University, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Rosenbloom+ST%22">Rosenbloom ST</searchLink>; Vanderbilt University Medical Center, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Zuckerman+A%22">Zuckerman A</searchLink>; Vanderbilt Specialty Pharmacy, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Lynch+B%22">Lynch B</searchLink>; Vanderbilt Specialty Pharmacy, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Malin+BA%22">Malin BA</searchLink>; Vanderbilt University, Nashville, TN, USA.; Vanderbilt University Medical Center, Nashville, TN, USA.<br /><searchLink fieldCode="AU" term="%22Yin+Z%22">Yin Z</searchLink>; Vanderbilt University, Nashville, TN, USA.; Vanderbilt University Medical Center, Nashville, TN, USA.
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        Value: 10.3233/SHTI260271
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            – D: 21
              M: 05
              Text: 2026 May 21
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