NutriSighT: Interpretable Transformer Model for Dynamic Prediction of Underfeeding Enteral Nutrition in Mechanically Ventilated Patients.
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| Title: | NutriSighT: Interpretable Transformer Model for Dynamic Prediction of Underfeeding Enteral Nutrition in Mechanically Ventilated Patients. |
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| Authors: | Jangda M; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Patel J; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA., Vaid A; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Gill J; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., McCarthy P; Division of Cardiovascular Critical Care, Department of Cardiovascular and Thoracic Surgery, West Virginia University, Morgantown, WV, USA., Desman J; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Gupta R; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Patel D; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Kavi N; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Bakare S; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Klang E; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Data Driven and Digital Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Freeman R; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Manasia A; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Oropello J; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Chan L; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Data Driven and Digital Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Suarez-Farinas M; Center for Biostatistics, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Charney AW; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Kohli-Seth R; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Nadkarni GN; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Data Driven and Digital Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA., Sakhuja A; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ankit.sakhuja@mssm.edu.; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ankit.sakhuja@mssm.edu.; Division of Data Driven and Digital Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ankit.sakhuja@mssm.edu. |
| Source: | Nature communications [Nat Commun] 2025 Dec 17; Vol. 16 (1), pp. 11189. Date of Electronic Publication: 2025 Dec 17. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41408053 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: NutriSighT: Interpretable Transformer Model for Dynamic Prediction of Underfeeding Enteral Nutrition in Mechanically Ventilated Patients. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Jangda+M%22">Jangda M</searchLink>; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Patel+J%22">Patel J</searchLink>; Division of Pulmonary and Critical Care Medicine, Department of Medicine, Medical College of Wisconsin, Milwaukee, WI, USA.<br /><searchLink fieldCode="AU" term="%22Vaid+A%22">Vaid A</searchLink>; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Gill+J%22">Gill J</searchLink>; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22McCarthy+P%22">McCarthy P</searchLink>; Division of Cardiovascular Critical Care, Department of Cardiovascular and Thoracic Surgery, West Virginia University, Morgantown, WV, USA.<br /><searchLink fieldCode="AU" term="%22Desman+J%22">Desman J</searchLink>; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Gupta+R%22">Gupta R</searchLink>; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Patel+D%22">Patel D</searchLink>; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Kavi+N%22">Kavi N</searchLink>; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Bakare+S%22">Bakare S</searchLink>; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Klang+E%22">Klang E</searchLink>; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Data Driven and Digital Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Freeman+R%22">Freeman R</searchLink>; Institute for Healthcare Delivery Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Manasia+A%22">Manasia A</searchLink>; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Oropello+J%22">Oropello J</searchLink>; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Chan+L%22">Chan L</searchLink>; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Data Driven and Digital Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Suarez-Farinas+M%22">Suarez-Farinas M</searchLink>; Center for Biostatistics, Department of Population Health Science and Policy, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Charney+AW%22">Charney AW</searchLink>; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Kohli-Seth+R%22">Kohli-Seth R</searchLink>; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Nadkarni+GN%22">Nadkarni GN</searchLink>; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Data Driven and Digital Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.; Division of Nephrology, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Sakhuja+A%22">Sakhuja A</searchLink>; The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ankit.sakhuja@mssm.edu.; Institute for Critical Care Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ankit.sakhuja@mssm.edu.; Division of Data Driven and Digital Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA. ankit.sakhuja@mssm.edu. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101528555%22">Nature communications</searchLink> [Nat Commun] 2025 Dec 17; Vol. 16 (1), pp. 11189. <i>Date of Electronic Publication: </i>2025 Dec 17. – 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="%22Nature+Pub%2E+Group%22">Nature Pub. Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101528555 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2041-1723 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220411723%22">20411723 </searchLink><i>NLM ISO Abbreviation: </i>Nat Commun <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41408053 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41467-025-66200-1 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 11189 Titles: – TitleFull: NutriSighT: Interpretable Transformer Model for Dynamic Prediction of Underfeeding Enteral Nutrition in Mechanically Ventilated Patients. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Jangda M – PersonEntity: Name: NameFull: Patel J – PersonEntity: Name: NameFull: Vaid A – PersonEntity: Name: NameFull: Gill J – PersonEntity: Name: NameFull: McCarthy P – PersonEntity: Name: NameFull: Desman J – PersonEntity: Name: NameFull: Gupta R – PersonEntity: Name: NameFull: Patel D – PersonEntity: Name: NameFull: Kavi N – PersonEntity: Name: NameFull: Bakare S – PersonEntity: Name: NameFull: Klang E – PersonEntity: Name: NameFull: Freeman R – PersonEntity: Name: NameFull: Manasia A – PersonEntity: Name: NameFull: Oropello J – PersonEntity: Name: NameFull: Chan L – PersonEntity: Name: NameFull: Suarez-Farinas M – PersonEntity: Name: NameFull: Charney AW – PersonEntity: Name: NameFull: Kohli-Seth R – PersonEntity: Name: NameFull: Nadkarni GN – PersonEntity: Name: NameFull: Sakhuja A IsPartOfRelationships: – BibEntity: Dates: – D: 17 M: 12 Text: 2025 Dec 17 Type: published Y: 2025 Identifiers: – Type: issn-electronic Value: 2041-1723 Numbering: – Type: volume Value: 16 – Type: issue Value: 1 Titles: – TitleFull: Nature communications Type: main |
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