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This paper is in the following e-collection/theme issue:

Decision Support for Health Professionals (1705) Clinical Information and Decision Making (2157) Adoption and Change Management of eHealth Systems (990) Usability Evaluation Case Studies (297) Design and Usability of Clinical Software and EHRs (384) Machine Learning (2316)

Published on in Vol 14 (2026)

This is a member publication of Leiden University Medical Center

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/80527, first published .
Pacmed patient dashboard showing medication analysis and treatment results

Usability and Usefulness of Machine Learning–Based Clinical Decision Support Software in Primary Care: Survey of Users in a Prospective Observational Study

Usability and Usefulness of Machine Learning–Based Clinical Decision Support Software in Primary Care: Survey of Users in a Prospective Observational Study

Authors of this article:

Willem Ernst Herter1, 2 Author Orcid Image ;   Janine Khuc2 Author Orcid Image ;   Tobias N Bonten1 Author Orcid Image ;   Robert A Verheij3, 4, 5 Author Orcid Image ;   Mattijs E Numans1 Author Orcid Image ;   Niels H Chavannes1 Author Orcid Image
Article Authors Cited by Tweetations (1) Metrics

Willem Ernst Herter   1, 2 , BSc ;   Janine Khuc   2 , MSc ;   Tobias N Bonten   1 , MSc, MD, PhD ;   Robert A Verheij   3, 4, 5 , PhD, Prof Dr ;   Mattijs E Numans   1 , MSc, MD, PhD, Prof Dr ;   Niels H Chavannes   1 , MSc, MD, PhD, Prof Dr

1 Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, The Netherlands

2 Pacmed, Amsterdam, The Netherlands

3 Netherlands Institute for Health Services Research, Utrecht, The Netherlands

4 Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg, The Netherlands

5 National Health Care Institute, Diemen, The Netherlands

Corresponding Author:

  • Willem Ernst Herter, BSc
  • Department of Public Health and Primary Care
  • Leiden University Medical Center
  • Albinusdreef 2
  • Leiden 2333 ZA
  • The Netherlands
  • Phone: 31 629292797
  • Email: w.e.herter@lumc.nl