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Development and temporal validation of machine learning models for predicting clinically relevant medication reconciliation discrepancies at the emergency department: A single-center retrospective study.

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Title: Development and temporal validation of machine learning models for predicting clinically relevant medication reconciliation discrepancies at the emergency department: A single-center retrospective study.
Authors: Van De Sijpe G; KU Leuven Department of Pharmaceutical and Pharmacological Sciences, Clinical Pharmacology and Pharmacotherapy, KU Leuven, Leuven, Belgium; Pharmacy Department, UZ Leuven, Leuven, Belgium. Electronic address: greet.vandesijpe@uzleuven.be., Schrooten T; KU Leuven Faculty of Engineering Science, KU Leuven, Leuven, Belgium., De Winter S; Pharmacy Department, UZ Leuven, Leuven, Belgium., Van der Linden L; KU Leuven Department of Pharmaceutical and Pharmacological Sciences, Clinical Pharmacology and Pharmacotherapy, KU Leuven, Leuven, Belgium; Pharmacy Department, UZ Leuven, Leuven, Belgium., Vanbrabant P; Department of General Internal Medicine, UZ Leuven, Herestraat 49, Leuven, Belgium., Dompas A; Department of Information Technology, UZ Leuven, Leuven, Belgium., Bertels B; Department of Information Technology, UZ Leuven, Leuven, Belgium., De Vos M; KU Leuven Department of Electrical Engineering, Stadius, KU Leuven, Leuven, Belgium; KU Leuven Department of Development and Regeneration, KU Leuven, Leuven, Belgium., Spriet I; KU Leuven Department of Pharmaceutical and Pharmacological Sciences, Clinical Pharmacology and Pharmacotherapy, KU Leuven, Leuven, Belgium; Pharmacy Department, UZ Leuven, Leuven, Belgium.
Source: International journal of medical informatics [Int J Med Inform] 2026 May; Vol. 211, pp. 106309. Date of Electronic Publication: 2026 Jan 24.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: Elsevier Science Ireland Ltd Country of Publication: Ireland NLM ID: 9711057 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8243 (Electronic) Linking ISSN: 13865056 NLM ISO Abbreviation: Int J Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Development and temporal validation of machine learning models for predicting clinically relevant medication reconciliation discrepancies at the emergency department: A single-center retrospective study.
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  Data: <searchLink fieldCode="AU" term="%22Van+De+Sijpe+G%22">Van De Sijpe G</searchLink>; KU Leuven Department of Pharmaceutical and Pharmacological Sciences, Clinical Pharmacology and Pharmacotherapy, KU Leuven, Leuven, Belgium; Pharmacy Department, UZ Leuven, Leuven, Belgium. Electronic address: greet.vandesijpe@uzleuven.be.<br /><searchLink fieldCode="AU" term="%22Schrooten+T%22">Schrooten T</searchLink>; KU Leuven Faculty of Engineering Science, KU Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22De+Winter+S%22">De Winter S</searchLink>; Pharmacy Department, UZ Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Van+der+Linden+L%22">Van der Linden L</searchLink>; KU Leuven Department of Pharmaceutical and Pharmacological Sciences, Clinical Pharmacology and Pharmacotherapy, KU Leuven, Leuven, Belgium; Pharmacy Department, UZ Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Vanbrabant+P%22">Vanbrabant P</searchLink>; Department of General Internal Medicine, UZ Leuven, Herestraat 49, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Dompas+A%22">Dompas A</searchLink>; Department of Information Technology, UZ Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Bertels+B%22">Bertels B</searchLink>; Department of Information Technology, UZ Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22De+Vos+M%22">De Vos M</searchLink>; KU Leuven Department of Electrical Engineering, Stadius, KU Leuven, Leuven, Belgium; KU Leuven Department of Development and Regeneration, KU Leuven, Leuven, Belgium.<br /><searchLink fieldCode="AU" term="%22Spriet+I%22">Spriet I</searchLink>; KU Leuven Department of Pharmaceutical and Pharmacological Sciences, Clinical Pharmacology and Pharmacotherapy, KU Leuven, Leuven, Belgium; Pharmacy Department, UZ Leuven, Leuven, Belgium.
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  Data: <searchLink fieldCode="JN" term="%229711057%22">International journal of medical informatics</searchLink> [Int J Med Inform] 2026 May; Vol. 211, pp. 106309. <i>Date of Electronic Publication: </i>2026 Jan 24.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science+Ireland+Ltd%22">Elsevier Science Ireland Ltd </searchLink><i>Country of Publication: </i>Ireland <i>NLM ID: </i>9711057 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1872-8243 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213865056%22">13865056 </searchLink><i>NLM ISO Abbreviation: </i>Int J Med Inform <i>Subsets: </i>MEDLINE
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        Text: English
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              Text: 2026 May
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