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Streamlining systematic reviews with large language models using prompt engineering and retrieval augmented generation.

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Title: Streamlining systematic reviews with large language models using prompt engineering and retrieval augmented generation.
Authors: Trad F; Department of Electrical and Computer Engineering, American University of Beirut, Beirut, Lebanon. fat10@mail.aub.edu., Yammine R; Faculty of Medicine, American University of Beirut, Beirut, Lebanon., Charafeddine J; Department of Electrical and Computer Engineering, American University of Beirut, Beirut, Lebanon., Chakhtoura M; Faculty of Medicine, American University of Beirut, Beirut, Lebanon., Rahme M; Faculty of Medicine, American University of Beirut, Beirut, Lebanon., El-Hajj Fuleihan G; Faculty of Medicine, American University of Beirut, Beirut, Lebanon., Chehab A; Department of Electrical and Computer Engineering, American University of Beirut, Beirut, Lebanon.
Source: BMC medical research methodology [BMC Med Res Methodol] 2025 May 10; Vol. 25 (1), pp. 130. Date of Electronic Publication: 2025 May 10.
Publication Type: Comparative Study; Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968545 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2288 (Electronic) Linking ISSN: 14712288 NLM ISO Abbreviation: BMC Med Res Methodol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Streamlining systematic reviews with large language models using prompt engineering and retrieval augmented generation.
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  Data: <searchLink fieldCode="AU" term="%22Trad+F%22">Trad F</searchLink>; Department of Electrical and Computer Engineering, American University of Beirut, Beirut, Lebanon. fat10@mail.aub.edu.<br /><searchLink fieldCode="AU" term="%22Yammine+R%22">Yammine R</searchLink>; Faculty of Medicine, American University of Beirut, Beirut, Lebanon.<br /><searchLink fieldCode="AU" term="%22Charafeddine+J%22">Charafeddine J</searchLink>; Department of Electrical and Computer Engineering, American University of Beirut, Beirut, Lebanon.<br /><searchLink fieldCode="AU" term="%22Chakhtoura+M%22">Chakhtoura M</searchLink>; Faculty of Medicine, American University of Beirut, Beirut, Lebanon.<br /><searchLink fieldCode="AU" term="%22Rahme+M%22">Rahme M</searchLink>; Faculty of Medicine, American University of Beirut, Beirut, Lebanon.<br /><searchLink fieldCode="AU" term="%22El-Hajj+Fuleihan+G%22">El-Hajj Fuleihan G</searchLink>; Faculty of Medicine, American University of Beirut, Beirut, Lebanon.<br /><searchLink fieldCode="AU" term="%22Chehab+A%22">Chehab A</searchLink>; Department of Electrical and Computer Engineering, American University of Beirut, Beirut, Lebanon.
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  Data: <searchLink fieldCode="JN" term="%22100968545%22">BMC medical research methodology</searchLink> [BMC Med Res Methodol] 2025 May 10; Vol. 25 (1), pp. 130. <i>Date of Electronic Publication: </i>2025 May 10.
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        Value: 10.1186/s12874-025-02583-5
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