Explainable AI for mental health emergency returns: integrating large language models with predictive modeling.
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| Title: | Explainable AI for mental health emergency returns: integrating large language models with predictive modeling. |
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| Authors: | Ahmed A; Department of Health Services Administration, School of Health Professions, University of Alabama at Birmingham, Birmingham, AL 35233, United States.; Department of Biomedical Informatics and Data Science, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, AL 35233, United States., Saleem M; Department of Health Services Administration, School of Health Professions, University of Alabama at Birmingham, Birmingham, AL 35233, United States., Alzeen M; Department of Health Services Administration, School of Health Professions, University of Alabama at Birmingham, Birmingham, AL 35233, United States., Birur B; Department of Psychiatry and Behavioral Neurobiology, University of Alabama at Birmingham, Birmingham, AL 35233, United States., Fargason RE; Department of Psychiatry and Behavioral Neurobiology, University of Alabama at Birmingham, Birmingham, AL 35233, United States., Burk BG; Department of Psychiatry and Behavioral Neurobiology, University of Alabama at Birmingham, Birmingham, AL 35233, United States.; Department of Pharmacy, University of Alabama at Birmingham, Birmingham, AL 35233, United States., Alhassan A; Department of Psychiatry and Behavioral Neurobiology, University of Alabama at Birmingham, Birmingham, AL 35233, United States., Al-Garadi MA; Department of Biomedical Informatics, School of Medicine, Vanderbilt University Medical Center, Nashville, TN 37203, United States. |
| Source: | JAMIA open [JAMIA Open] 2026 Jun 19; Vol. 9 (3), pp. ooag065. Date of Electronic Publication: 2026 Jun 19 (Print Publication: 2026). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Oxford University Press on behalf of the American Medical Informatics Association Country of Publication: United States NLM ID: 101730643 Publication Model: eCollection Cited Medium: Internet ISSN: 2574-2531 (Electronic) Linking ISSN: 25742531 NLM ISO Abbreviation: JAMIA Open Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42327624 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Explainable AI for mental health emergency returns: integrating large language models with predictive modeling. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Ahmed+A%22">Ahmed A</searchLink>; Department of Health Services Administration, School of Health Professions, University of Alabama at Birmingham, Birmingham, AL 35233, United States.; Department of Biomedical Informatics and Data Science, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, AL 35233, United States.<br /><searchLink fieldCode="AU" term="%22Saleem+M%22">Saleem M</searchLink>; Department of Health Services Administration, School of Health Professions, University of Alabama at Birmingham, Birmingham, AL 35233, United States.<br /><searchLink fieldCode="AU" term="%22Alzeen+M%22">Alzeen M</searchLink>; Department of Health Services Administration, School of Health Professions, University of Alabama at Birmingham, Birmingham, AL 35233, United States.<br /><searchLink fieldCode="AU" term="%22Birur+B%22">Birur B</searchLink>; Department of Psychiatry and Behavioral Neurobiology, University of Alabama at Birmingham, Birmingham, AL 35233, United States.<br /><searchLink fieldCode="AU" term="%22Fargason+RE%22">Fargason RE</searchLink>; Department of Psychiatry and Behavioral Neurobiology, University of Alabama at Birmingham, Birmingham, AL 35233, United States.<br /><searchLink fieldCode="AU" term="%22Burk+BG%22">Burk BG</searchLink>; Department of Psychiatry and Behavioral Neurobiology, University of Alabama at Birmingham, Birmingham, AL 35233, United States.; Department of Pharmacy, University of Alabama at Birmingham, Birmingham, AL 35233, United States.<br /><searchLink fieldCode="AU" term="%22Alhassan+A%22">Alhassan A</searchLink>; Department of Psychiatry and Behavioral Neurobiology, University of Alabama at Birmingham, Birmingham, AL 35233, United States.<br /><searchLink fieldCode="AU" term="%22Al-Garadi+MA%22">Al-Garadi MA</searchLink>; Department of Biomedical Informatics, School of Medicine, Vanderbilt University Medical Center, Nashville, TN 37203, United States. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101730643%22">JAMIA open</searchLink> [JAMIA Open] 2026 Jun 19; Vol. 9 (3), pp. ooag065. <i>Date of Electronic Publication: </i>2026 Jun 19 (<i>Print Publication: </i>2026). – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Oxford+University+Press+on+behalf+of+the+American+Medical+Informatics+Association%22">Oxford University Press on behalf of the American Medical Informatics Association </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101730643 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2574-2531 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2225742531%22">25742531 </searchLink><i>NLM ISO Abbreviation: </i>JAMIA Open <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42327624 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1093/jamiaopen/ooag065 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: ooag065 Titles: – TitleFull: Explainable AI for mental health emergency returns: integrating large language models with predictive modeling. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Ahmed A – PersonEntity: Name: NameFull: Saleem M – PersonEntity: Name: NameFull: Alzeen M – PersonEntity: Name: NameFull: Birur B – PersonEntity: Name: NameFull: Fargason RE – PersonEntity: Name: NameFull: Burk BG – PersonEntity: Name: NameFull: Alhassan A – PersonEntity: Name: NameFull: Al-Garadi MA IsPartOfRelationships: – BibEntity: Dates: – D: 19 M: 06 Text: 2026 Jun 19 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2574-2531 Numbering: – Type: volume Value: 9 – Type: issue Value: 3 Titles: – TitleFull: JAMIA open Type: main |
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