Generalizable calibrated machine learning models for real-time atrial fibrillation risk prediction in ICU patients.

Verhaeghe, Jarne; De Corte, Thomas; Sauer, Christopher M; Hendriks, Tom; Thijssens, Olivier W M; Ongenae, Femke; Elbers, Paul; De Waele, Jan; Van Hoecke, Sofie

Verhaeghe, Jarne; De Corte, Thomas; Sauer, Christopher M; Hendriks, Tom; Thijssens, Olivier W M; Ongenae, Femke; Elbers, Paul; De Waele, Jan; Van Hoecke, Sofie.

Afiliação

Verhaeghe J; IDLab, Ghent University - imec, Technologiepark-Zwijnaarde 126, Ghent, 9052, Belgium. Electronic address: jarne.verhaeghe@ugent.be.
De Corte T; Department of Internal Medicine and Pediatrics, Faculty of Medicine and Health Sciences, Ghent University, C. Heymanslaan 10, Ghent, 9000, Belgium; Department of Intensive Care Medicine, Ghent University Hospital, C. Heymanslaan 10, Ghent, 9000, Belgium.
Sauer CM; Center for Critical Care Computational Intelligence (C4i), Amsterdam Medical Data Science (AMDS), Amsterdam Public Health (APH), VU University Medical Center Amsterdam, Amsterdam, the Netherlands; Department of Intensive Care Medicine, Amsterdam Cardiovascular Sciences (ACS), Amsterdam Infection and
Hendriks T; Pacmed, Stadhouderskade 55, Amsterdam, the Netherlands.
Thijssens OWM; Pacmed, Stadhouderskade 55, Amsterdam, the Netherlands.
Ongenae F; IDLab, Ghent University - imec, Technologiepark-Zwijnaarde 126, Ghent, 9052, Belgium.
Elbers P; Department of Intensive Care Medicine, Amsterdam Cardiovascular Sciences (ACS), Amsterdam Infection and Immunity Institute (AI and II), VU University Medical Center Amsterdam, Amsterdam, the Netherlands; Research VUmc Intensive Care (REVIVE), VU University Medical Center Amsterdam, Amsterdam, the Ne
De Waele J; Department of Internal Medicine and Pediatrics, Faculty of Medicine and Health Sciences, Ghent University, C. Heymanslaan 10, Ghent, 9000, Belgium; Department of Intensive Care Medicine, Ghent University Hospital, C. Heymanslaan 10, Ghent, 9000, Belgium.
Van Hoecke S; IDLab, Ghent University - imec, Technologiepark-Zwijnaarde 126, Ghent, 9052, Belgium. Electronic address: http://predict.idlab.ugent.be/.

Int J Med Inform ; 175: 105086, 2023 07.

Article em En | MEDLINE | ID: mdl-37148868

Assuntos

Fibrilação Atrial; Humanos; Fibrilação Atrial/diagnóstico; Fibrilação Atrial/epidemiologia; Fatores de Risco; Cuidados Críticos; Unidades de Terapia Intensiva; Aprendizado de Máquina

Palavras-chave

Atrial fibrillation; Calibration; ICU; Machine learning; Risk score; Uncertainty quantification metrics

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Texto completo: 1 Coleções: 01-internacional Contexto em Saúde: 6_ODS3_enfermedades_notrasmisibles Base de dados: MEDLINE Assunto principal: Fibrilação Atrial Tipo de estudo: Diagnostic_studies / Etiology_studies / Guideline / Prognostic_studies / Risk_factors_studies Limite: Humans Idioma: En Revista: Int J Med Inform Ano de publicação: 2023 Tipo de documento: Article

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