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Clinical Informatics (2453) Tools, Programs and Algorithms (623) Decision Support for Health Professionals (2410) Advanced Data Analytics in eHealth (391) Evaluation and Research Methodology for mHealth (413) Machine Learning (3402) Big Data Analytics for Elder Care (182) Information and Patient Education on Healthy Aging (127) Artificial Intelligence (5145)

Published on in Vol 28 (2026)

This is a member publication of University of Edinburgh (Jisc)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/105364, first published .
Doctor explains holographic medical data to senior patient

Explainable AI to Guide the Design of Interpretable Prediction Models From High-Dimensional Data, Applied to Falls and Related Injuries in Adults Aged 50 Years or Older: Algorithm Development and Validation

Explainable AI to Guide the Design of Interpretable Prediction Models From High-Dimensional Data, Applied to Falls and Related Injuries in Adults Aged 50 Years or Older: Algorithm Development and Validation

Authors of this article:

Junyu Yan1, 2 Author Orcid Image ;   Damian Machlanski1 Author Orcid Image ;   Kurt Butler1 Author Orcid Image ;   Panagiotis Dimitrakopoulos1 Author Orcid Image ;   Ewen M Harrison3 Author Orcid Image ;   Bruce Guthrie2 Author Orcid Image ;   Sotirios A Tsaftaris1 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Junyu Yan   1, 2 * , MSc ;   Damian Machlanski   1 * , PhD ;   Kurt Butler   1 , PhD ;   Panagiotis Dimitrakopoulos   1 , PhD ;   Ewen M Harrison   3 , PhD ;   Bruce Guthrie   2 , PhD ;   Sotirios A Tsaftaris   1 , PhD

1 School of Engineering, University of Edinburgh, Edinburgh, United Kingdom

2 Advanced Care Research Centre, Usher School of Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom

3 Centre for Medical Informatics, Usher School of Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom

*these authors contributed equally

Corresponding Author:

  • Damian Machlanski, PhD
  • School of Engineering
  • University of Edinburgh
  • Usher Building
  • 5 Little France Rd
  • Edinburgh, Scotland EH16 4UX
  • United Kingdom
  • Phone: 44 7563942201
  • Email: d.machlanski@ed.ac.uk