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Development of a Machine Learning-Based Prediction Model to Differentiate Infectious and Non-Infectious Diseases in Patients with Undiagnosed Fever: A Single Hospital-Based Retrospective Study.

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Title: Development of a Machine Learning-Based Prediction Model to Differentiate Infectious and Non-Infectious Diseases in Patients with Undiagnosed Fever: A Single Hospital-Based Retrospective Study.
Authors: Nakamura M; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan.; Department of Emergency and Critical Care Medicine, University of Miyazaki Hospital, Miyazaki 889-1692, Japan., Yamashita S; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan.; Education and Research Center for Community Medicine, Faculty of Medicine, Saga University, Saga 849-8501, Japan., Osako R; Department of Cardiovascular Medicine, Saga University, Saga 849-8501, Japan., Motomura S; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan., Katsuki NE; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan., Yamashita SI; Department of Internal Medicine, Heiwadai Hospital, Miyazaki 880-0034, Japan., Tago M; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan.
Source: Journal of clinical medicine [J Clin Med] 2026 Mar 02; Vol. 15 (5). Date of Electronic Publication: 2026 Mar 02.
Publication Type: Journal Article
Journal Info: Publisher: MDPI AG Country of Publication: Switzerland NLM ID: 101606588 Publication Model: Electronic Cited Medium: Print ISSN: 2077-0383 (Print) Linking ISSN: 20770383 NLM ISO Abbreviation: J Clin Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Nakamura+M%22">Nakamura M</searchLink>; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan.; Department of Emergency and Critical Care Medicine, University of Miyazaki Hospital, Miyazaki 889-1692, Japan.<br /><searchLink fieldCode="AU" term="%22Yamashita+S%22">Yamashita S</searchLink>; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan.; Education and Research Center for Community Medicine, Faculty of Medicine, Saga University, Saga 849-8501, Japan.<br /><searchLink fieldCode="AU" term="%22Osako+R%22">Osako R</searchLink>; Department of Cardiovascular Medicine, Saga University, Saga 849-8501, Japan.<br /><searchLink fieldCode="AU" term="%22Motomura+S%22">Motomura S</searchLink>; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan.<br /><searchLink fieldCode="AU" term="%22Katsuki+NE%22">Katsuki NE</searchLink>; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan.<br /><searchLink fieldCode="AU" term="%22Yamashita+SI%22">Yamashita SI</searchLink>; Department of Internal Medicine, Heiwadai Hospital, Miyazaki 880-0034, Japan.<br /><searchLink fieldCode="AU" term="%22Tago+M%22">Tago M</searchLink>; Department of General Medicine, Saga University Hospital, Saga 849-8501, Japan.
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  Data: <searchLink fieldCode="JN" term="%22101606588%22">Journal of clinical medicine</searchLink> [J Clin Med] 2026 Mar 02; Vol. 15 (5). <i>Date of Electronic Publication: </i>2026 Mar 02.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22MDPI+AG%22">MDPI AG </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101606588 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2077-0383 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220770383%22">20770383 </searchLink><i>NLM ISO Abbreviation: </i>J Clin Med <i>Subsets: </i>PubMed not MEDLINE
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              Text: 2026 Mar 02
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