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Retrieval‑augmented large language models for depression screening and suicide risk stratification.

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Title: Retrieval‑augmented large language models for depression screening and suicide risk stratification.
Authors: Xie W; The Fourth School of Clinical Medicine, Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China., Song X; The Fourth School of Clinical Medicine, Nanjing Medical University, Nanjing, China.; Department of Thoracic Surgery, Nanjing Medical University Affiliated Cancer Hospital & Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research, Nanjing, 210009, China.; Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Cancer Institute of Jiangsu Province, Nanjing, China., Lu Z; The First School of Clinical Medicine, Nanjing Medical University, Nanjing Medical University, Nanjing, China., Fei G; Office of Jiangsu Cancer Center, Nanjing Medical University Affiliated Cancer Hospital & Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research, Nanjing, China., Zhou Y; The Second Clinical Medical School of Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China., Ding S; Department of Medical Imaging, Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China., Zuo F; The Second Clinical Medical School of Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China., Wu B; The Second Clinical Medical School of Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China., Gu T; The Fourth School of Clinical Medicine, Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China., Xu L; Department of Thoracic Surgery, Nanjing Medical University Affiliated Cancer Hospital & Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research, Nanjing, 210009, China.; Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Cancer Institute of Jiangsu Province, Nanjing, China., De X; Department of Thoracic Surgery, Nanjing Medical University Affiliated Cancer Hospital & Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research, Nanjing, 210009, China. dexiaomeng2001@163.com.; Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Cancer Institute of Jiangsu Province, Nanjing, China. dexiaomeng2001@163.com.; Hospital Development Management Office, Nanjing Medical University, Nanjing, China. dexiaomeng2001@163.com., Zhu B; Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Cancer Institute of Jiangsu Province, Nanjing, China. jszb96@163.com.; Hospital Development Management Office, Nanjing Medical University, Nanjing, China. jszb96@163.com.
Source: BMC psychiatry [BMC Psychiatry] 2026 Mar 31; Vol. 26 (1). Date of Electronic Publication: 2026 Mar 31.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968559 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-244X (Electronic) Linking ISSN: 1471244X NLM ISO Abbreviation: BMC Psychiatry Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Retrieval‑augmented large language models for depression screening and suicide risk stratification.
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  Data: <searchLink fieldCode="AU" term="%22Xie+W%22">Xie W</searchLink>; The Fourth School of Clinical Medicine, Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Song+X%22">Song X</searchLink>; The Fourth School of Clinical Medicine, Nanjing Medical University, Nanjing, China.; Department of Thoracic Surgery, Nanjing Medical University Affiliated Cancer Hospital & Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research, Nanjing, 210009, China.; Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Cancer Institute of Jiangsu Province, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Lu+Z%22">Lu Z</searchLink>; The First School of Clinical Medicine, Nanjing Medical University, Nanjing Medical University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Fei+G%22">Fei G</searchLink>; Office of Jiangsu Cancer Center, Nanjing Medical University Affiliated Cancer Hospital & Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Zhou+Y%22">Zhou Y</searchLink>; The Second Clinical Medical School of Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Ding+S%22">Ding S</searchLink>; Department of Medical Imaging, Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Zuo+F%22">Zuo F</searchLink>; The Second Clinical Medical School of Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Wu+B%22">Wu B</searchLink>; The Second Clinical Medical School of Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Gu+T%22">Gu T</searchLink>; The Fourth School of Clinical Medicine, Nanjing Medical University, Nanjing, China.; Data Mining Ultimate (DMU) Research Team, Nanjing Medical University, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22Xu+L%22">Xu L</searchLink>; Department of Thoracic Surgery, Nanjing Medical University Affiliated Cancer Hospital & Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research, Nanjing, 210009, China.; Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Cancer Institute of Jiangsu Province, Nanjing, China.<br /><searchLink fieldCode="AU" term="%22De+X%22">De X</searchLink>; Department of Thoracic Surgery, Nanjing Medical University Affiliated Cancer Hospital & Jiangsu Cancer Hospital & Jiangsu Institute of Cancer Research, Nanjing, 210009, China. dexiaomeng2001@163.com.; Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Cancer Institute of Jiangsu Province, Nanjing, China. dexiaomeng2001@163.com.; Hospital Development Management Office, Nanjing Medical University, Nanjing, China. dexiaomeng2001@163.com.<br /><searchLink fieldCode="AU" term="%22Zhu+B%22">Zhu B</searchLink>; Jiangsu Key Laboratory of Innovative Cancer Diagnosis & Therapeutics, Cancer Institute of Jiangsu Province, Nanjing, China. jszb96@163.com.; Hospital Development Management Office, Nanjing Medical University, Nanjing, China. jszb96@163.com.
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  Data: <searchLink fieldCode="JN" term="%22100968559%22">BMC psychiatry</searchLink> [BMC Psychiatry] 2026 Mar 31; Vol. 26 (1). <i>Date of Electronic Publication: </i>2026 Mar 31.
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              Text: 2026 Mar 31
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