The Role of Data Science in Closing the Implementation Gap.

Critical care Data science Evidence-based practice Implementation science Intensive care units Mechanical ventilation

Journal

Critical care clinics
ISSN: 1557-8232
Titre abrégé: Crit Care Clin
Pays: United States
ID NLM: 8507720

Informations de publication

Date de publication:
Oct 2023
Historique:
medline: 15 9 2023
pubmed: 14 9 2023
entrez: 13 9 2023
Statut: ppublish

Résumé

Data science has the potential to greatly enhance efforts to translate evidence into practice in critical care. The intensive care unit is a data-rich environment enabling insight into both patient-level care patterns and clinician-level treatment patterns. By applying artificial intelligence to these novel data sources, implementation strategies can be tailored to individual patients, individual clinicians, and individual situations, revealing when evidence-based practices are missed and facilitating context-sensitive clinical decision support. To achieve these goals, technology developers should work closely with clinicians to create unbiased applications that are integrated into the clinical workflow.

Identifiants

pubmed: 37704335
pii: S0749-0704(23)00018-0
doi: 10.1016/j.ccc.2023.03.005
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

701-716

Subventions

Organisme : NHLBI NIH HHS
ID : R35 HL144804
Pays : United States

Informations de copyright

Copyright © 2023 Elsevier Inc. All rights reserved.

Auteurs

Andrew J King (AJ)

Department of Critical Care Medicine, University of Pittsburgh School of Medicine, 3500 Terrace Street, Suite 600, Pittsburgh, PA 15261, USA.

Jeremy M Kahn (JM)

Department of Critical Care Medicine, University of Pittsburgh School of Medicine, 3500 Terrace Street, Suite 600, Pittsburgh, PA 15261, USA; Department of Health Policy and Management, University of Pittsburgh School of Public Health, 130 De Soto Street, Pittsburgh, PA 15261, USA. Electronic address: jeremykahn@pitt.edu.

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Classifications MeSH