Extracting structured clinical data from pediatric emergency records using LLMs: A multimodel retrospective study of children with medical complexity.
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| Title: | Extracting structured clinical data from pediatric emergency records using LLMs: A multimodel retrospective study of children with medical complexity. |
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| Authors: | Brigiari G; Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy., Franzoi M; Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy., Piana C; Department of Women's and Children's Health, University of Padova, Padova, Italy., Quarantiello F; Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy., Zanin A; Palliative Care and Pain Service, Department of Women's and Children's Health, University of Padova, Padova, Italy., Benini F; Palliative Care and Pain Service, Department of Women's and Children's Health, University of Padova, Padova, Italy., Gregori D; Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy. |
| Source: | Digital health [Digit Health] 2026 May 04; Vol. 12, pp. 20552076261431431. Date of Electronic Publication: 2026 May 04 (Print Publication: 2026). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: SAGE Publications Ltd Country of Publication: United States NLM ID: 101690863 Publication Model: eCollection Cited Medium: Print ISSN: 2055-2076 (Print) Linking ISSN: 20552076 NLM ISO Abbreviation: Digit Health Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42116860 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Extracting structured clinical data from pediatric emergency records using LLMs: A multimodel retrospective study of children with medical complexity. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Brigiari+G%22">Brigiari G</searchLink>; Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Franzoi+M%22">Franzoi M</searchLink>; Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Piana+C%22">Piana C</searchLink>; Department of Women's and Children's Health, University of Padova, Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Quarantiello+F%22">Quarantiello F</searchLink>; Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Zanin+A%22">Zanin A</searchLink>; Palliative Care and Pain Service, Department of Women's and Children's Health, University of Padova, Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Benini+F%22">Benini F</searchLink>; Palliative Care and Pain Service, Department of Women's and Children's Health, University of Padova, Padova, Italy.<br /><searchLink fieldCode="AU" term="%22Gregori+D%22">Gregori D</searchLink>; Unit of Biostatistics, Epidemiology and Public Health, Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padova, Padova, Italy. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101690863%22">Digital health</searchLink> [Digit Health] 2026 May 04; Vol. 12, pp. 20552076261431431. <i>Date of Electronic Publication: </i>2026 May 04 (<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="%22SAGE+Publications+Ltd%22">SAGE Publications Ltd </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101690863 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Print <i>ISSN: </i>2055-2076 (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220552076%22">20552076 </searchLink><i>NLM ISO Abbreviation: </i>Digit Health <i>Subsets: </i>PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42116860 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1177/20552076261431431 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 20552076261431431 Titles: – TitleFull: Extracting structured clinical data from pediatric emergency records using LLMs: A multimodel retrospective study of children with medical complexity. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Brigiari G – PersonEntity: Name: NameFull: Franzoi M – PersonEntity: Name: NameFull: Piana C – PersonEntity: Name: NameFull: Quarantiello F – PersonEntity: Name: NameFull: Zanin A – PersonEntity: Name: NameFull: Benini F – PersonEntity: Name: NameFull: Gregori D IsPartOfRelationships: – BibEntity: Dates: – D: 04 M: 05 Text: 2026 May 04 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 2055-2076 Numbering: – Type: volume Value: 12 Titles: – TitleFull: Digital health Type: main |
| ResultId | 1 |
