A Multi-Phase Analysis of Blood Culture Stewardship: Machine Learning Prediction, Expert Recommendation Assessment, and LLM Automation.
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| Title: | A Multi-Phase Analysis of Blood Culture Stewardship: Machine Learning Prediction, Expert Recommendation Assessment, and LLM Automation. |
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| Authors: | Amrollahi F; Stanford Center for Biomedical Informatics Research, Stanford University, Stanford, CA, USA., Marshall N; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA., Haredasht FN; Stanford Center for Biomedical Informatics Research, Stanford University, Stanford, CA, USA., Black KC; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA., Zahedivash A; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA., Maddali MV; Stanford Center for Biomedical Informatics Research, Stanford University, Stanford, CA, USA.; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA., Ma SP; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA., Chang A; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA., Deresinski SC; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA., Goldstein MK; Department of Health Policy, Stanford University School of Medicine, Stanford, CA, USA., Asch SM; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA., Banaei N; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.; Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA., Chen JH; Stanford Center for Biomedical Informatics Research, Stanford University, Stanford, CA, USA.; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA. |
| Source: | AMIA ... Annual Symposium proceedings. AMIA Symposium [AMIA Annu Symp Proc] 2025 May 22; Vol. 2024, pp. 147-156. Date of Electronic Publication: 2025 May 22 (Print Publication: 2024). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: American Medical Informatics Association Country of Publication: United States NLM ID: 101209213 Publication Model: eCollection Cited Medium: Internet ISSN: 1942-597X (Electronic) Linking ISSN: 15594076 NLM ISO Abbreviation: AMIA Annu Symp Proc Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41726397 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: A Multi-Phase Analysis of Blood Culture Stewardship: Machine Learning Prediction, Expert Recommendation Assessment, and LLM Automation. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Amrollahi+F%22">Amrollahi F</searchLink>; Stanford Center for Biomedical Informatics Research, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Marshall+N%22">Marshall N</searchLink>; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Haredasht+FN%22">Haredasht FN</searchLink>; Stanford Center for Biomedical Informatics Research, Stanford University, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Black+KC%22">Black KC</searchLink>; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Zahedivash+A%22">Zahedivash A</searchLink>; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Maddali+MV%22">Maddali MV</searchLink>; Stanford Center for Biomedical Informatics Research, Stanford University, Stanford, CA, USA.; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Ma+SP%22">Ma SP</searchLink>; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Chang+A%22">Chang A</searchLink>; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Deresinski+SC%22">Deresinski SC</searchLink>; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Goldstein+MK%22">Goldstein MK</searchLink>; Department of Health Policy, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Asch+SM%22">Asch SM</searchLink>; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Banaei+N%22">Banaei N</searchLink>; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.; Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.<br /><searchLink fieldCode="AU" term="%22Chen+JH%22">Chen JH</searchLink>; Stanford Center for Biomedical Informatics Research, Stanford University, Stanford, CA, USA.; Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101209213%22">AMIA ... Annual Symposium proceedings. AMIA Symposium</searchLink> [AMIA Annu Symp Proc] 2025 May 22; Vol. 2024, pp. 147-156. <i>Date of Electronic Publication: </i>2025 May 22 (<i>Print Publication: </i>2024). – 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="%22American+Medical+Informatics+Association%22">American Medical Informatics Association </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101209213 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>1942-597X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215594076%22">15594076 </searchLink><i>NLM ISO Abbreviation: </i>AMIA Annu Symp Proc <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41726397 |
| RecordInfo | BibRecord: BibEntity: Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 147 Titles: – TitleFull: A Multi-Phase Analysis of Blood Culture Stewardship: Machine Learning Prediction, Expert Recommendation Assessment, and LLM Automation. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Amrollahi F – PersonEntity: Name: NameFull: Marshall N – PersonEntity: Name: NameFull: Haredasht FN – PersonEntity: Name: NameFull: Black KC – PersonEntity: Name: NameFull: Zahedivash A – PersonEntity: Name: NameFull: Maddali MV – PersonEntity: Name: NameFull: Ma SP – PersonEntity: Name: NameFull: Chang A – PersonEntity: Name: NameFull: Deresinski SC – PersonEntity: Name: NameFull: Goldstein MK – PersonEntity: Name: NameFull: Asch SM – PersonEntity: Name: NameFull: Banaei N – PersonEntity: Name: NameFull: Chen JH IsPartOfRelationships: – BibEntity: Dates: – D: 22 M: 05 Text: 2025 May 22 Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 1942-597X Numbering: – Type: volume Value: 2024 Titles: – TitleFull: AMIA ... Annual Symposium proceedings. AMIA Symposium Type: main |
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