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Open Access
Peer-reviewed
Research Article
A comparison of machine learning models versus clinical evaluation for mortality prediction in patients with sepsis
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William P. T. M. van Doorn,
Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing – original draft, Writing – review & editing
Affiliations Department of Clinical Chemistry, Central Diagnostic Laboratory, Maastricht University Medical Center, Maastricht, The Netherlands, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands
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Patricia M. Stassen,
Roles Data curation, Formal analysis, Investigation, Writing – original draft, Writing – review & editing
Affiliations Division of General Internal Medicine, Section Acute Medicine, Department of Internal Medicine, Maastricht University Medical Centre, Maastricht University, Maastricht, The Netherlands, CAPHRI School for Care and Public Health Research Institute, Maastricht University, Maastricht, The Netherlands
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Hella F. Borggreve,
Roles Data curation, Investigation, Resources, Writing – original draft, Writing – review & editing
Affiliation Division of General Internal Medicine, Section Acute Medicine, Department of Internal Medicine, Maastricht University Medical Centre, Maastricht University, Maastricht, The Netherlands
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Maaike J. Schalkwijk,
Roles Data curation, Investigation, Writing – original draft, Writing – review & editing
Affiliation Division of General Internal Medicine, Section Acute Medicine, Department of Internal Medicine, Maastricht University Medical Centre, Maastricht University, Maastricht, The Netherlands
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Judith Stoffers,
Roles Data curation, Investigation, Writing – original draft, Writing – review & editing
Affiliation Division of General Internal Medicine, Section Acute Medicine, Department of Internal Medicine, Maastricht University Medical Centre, Maastricht University, Maastricht, The Netherlands
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Otto Bekers,
Roles Data curation, Funding acquisition, Investigation, Resources, Supervision, Writing – original draft, Writing – review & editing
Affiliations Department of Clinical Chemistry, Central Diagnostic Laboratory, Maastricht University Medical Center, Maastricht, The Netherlands, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands
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Steven J. R. Meex
Roles Conceptualization, Data curation, Investigation, Methodology, Resources, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing
* E-mail: steven.meex@mumc.nl
Affiliations Department of Clinical Chemistry, Central Diagnostic Laboratory, Maastricht University Medical Center, Maastricht, The Netherlands, CARIM School for Cardiovascular Diseases, Maastricht University, Maastricht, The Netherlands
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A comparison of machine learning models versus clinical evaluation for mortality prediction in patients with sepsis
- William P. T. M. van Doorn,
- Patricia M. Stassen,
- Hella F. Borggreve,
- Maaike J. Schalkwijk,
- Judith Stoffers,
- Otto Bekers,
- Steven J. R. Meex

- Published: January 19, 2021
- https://doi.org/10.1371/journal.pone.0245157