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Generating subjective, objective, assessment, and plan (SOAP)-structured medication logs using DeepSeek-R1 through prompt engineering and multi-source clinical information.

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Title: Generating subjective, objective, assessment, and plan (SOAP)-structured medication logs using DeepSeek-R1 through prompt engineering and multi-source clinical information.
Authors: Zhu Y; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.; School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu Province, China., Zhang J; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.; School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu Province, China., Sun Y; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.; School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu Province, China., Wen J; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.; School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu Province, China., Liu Z; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China., Liu X; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China., Xu S; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China., Wu N; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China., Zhang Y; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China., Zhou G; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China., Wei J; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.
Source: Digital health [Digit Health] 2026 Mar 05; Vol. 12, pp. 20552076261428234. Date of Electronic Publication: 2026 Mar 05 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: SAGE Publications Ltd Country of Publication: United States NLM ID: 101690863 Publication Model: eCollection Cited Medium: Print ISSN: 2055-2076 (Print) Linking ISSN: 20552076 NLM ISO Abbreviation: Digit Health Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Generating subjective, objective, assessment, and plan (SOAP)-structured medication logs using DeepSeek-R1 through prompt engineering and multi-source clinical information.
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  Data: <searchLink fieldCode="AU" term="%22Zhu+Y%22">Zhu Y</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.; School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Zhang+J%22">Zhang J</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.; School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Sun+Y%22">Sun Y</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.; School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Wen+J%22">Wen J</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.; School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Liu+Z%22">Liu Z</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Xu+S%22">Xu S</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Wu+N%22">Wu N</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Zhang+Y%22">Zhang Y</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Zhou+G%22">Zhou G</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.<br /><searchLink fieldCode="AU" term="%22Wei+J%22">Wei J</searchLink>; Jiangsu Cancer Hospital, The Affiliated Cancer Hospital of Nanjing Medical University, Jiangsu Institute of Cancer Research, Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Nanjing, Jiangsu Province, China.
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  Data: <searchLink fieldCode="JN" term="%22101690863%22">Digital health</searchLink> [Digit Health] 2026 Mar 05; Vol. 12, pp. 20552076261428234. <i>Date of Electronic Publication: </i>2026 Mar 05 (<i>Print Publication: </i>2026).
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              Text: 2026 Mar 05
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