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

Digital Health Reviews (1724) Clinical Informatics (1325)

Published on in Vol 25 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/38184, first published .
Development and Evaluation of Health Recommender Systems: Systematic Scoping Review and Evidence Mapping

Development and Evaluation of Health Recommender Systems: Systematic Scoping Review and Evidence Mapping

Development and Evaluation of Health Recommender Systems: Systematic Scoping Review and Evidence Mapping

Authors of this article:

Yue Sun1 Author Orcid Image ;   Jia Zhou1 Author Orcid Image ;   Mengmeng Ji1 Author Orcid Image ;   Lusi Pei2 Author Orcid Image ;   Zhiwen Wang1 Author Orcid Image
Article Authors Cited by (21) Tweetations (4) Metrics

Journals

  1. Woodman R, Mangoni A. A comprehensive review of machine learning algorithms and their application in geriatric medicine: present and future. Aging Clinical and Experimental Research 2023;35(11):2363 View
  2. Ruotsalainen P, Blobel B. Future pHealth Ecosystem-Holistic View on Privacy and Trust. Journal of Personalized Medicine 2023;13(7):1048 View
  3. Shafiee S. Unveiling the Latest Trends and Advancements in Machine Learning Algorithms for Recommender Systems: A Literature Review. Procedia CIRP 2024;121:115 View
  4. Weirauch V, Soehnchen C, Burmann A, Meister S. Methods, Indicators, and End-User Involvement in the Evaluation of Digital Health Interventions for the Public: Scoping Review. Journal of Medical Internet Research 2024;26:e55714 View
  5. Jiang H, Mi Z, Xu W. Online Medical Consultation Service–Oriented Recommendations: Systematic Review. Journal of Medical Internet Research 2024;26:e46073 View
  6. Wang X, Hu B. Machine Learning Algorithms for Improved Product Design User Experience. IEEE Access 2024;12:112810 View
  7. Zomorodi M, Ghodsollahee I, Martin J, Talley N, Salari V, Pławiak P, Rahimi K, Acharya U. RECOMED: A comprehensive pharmaceutical recommendation system. Artificial Intelligence in Medicine 2024;157:102981 View
  8. Ananthakrishnan A, Milne-Ives M, Cong C, Shankar R, Lakey B, Alexander J, Tapuria A, Marchal A, Joy E, Meinert E. The evaluation of health recommender systems: A scoping review. International Journal of Medical Informatics 2025;195:105697 View
  9. Barbaric A, Christofferson K, Benseler S, Lalloo C, Mariakakis A, Pham Q, Swart J, Yeung R, Cafazzo J. Health recommender systems to facilitate collaborative decision-making in chronic disease management: A scoping review. DIGITAL HEALTH 2025;11 View
  10. Figueroa C, Torkamaan H, Bhattacharjee A, Hauptmann H, Guan K, Sedrakyan G. Designing Health Recommender Systems to Promote Health Equity: A Socioecological Perspective. Journal of Medical Internet Research 2025;27:e60138 View
  11. Tanveer J, Lee S, Rahmani A, Aurangzeb K, Alam M, Zare G, Alamdari P, Hosseinzadeh M. PGA-DRL: Progressive graph attention-based deep reinforcement learning for recommender systems. Information Fusion 2025;121:103167 View
  12. Chen M, Lin X, Zhou R, Fan G. U-shaped association between social media usage frequency and suggestibility by internet health information in Chinese online population with pre-diabetes and diabetes: a cross-sectional study. BMC Public Health 2025;25(1) View
  13. Du H, Yu J, Chen D, Wu J, Xue E, Zhou Y, Pan X, Shao J, Ye Z. Big Data–Driven Health Portraits for Personalized Management in Noncommunicable Diseases: Scoping Review. Journal of Medical Internet Research 2025;27:e72636 View
  14. Jung G, Lee J, Kim J. Understanding the Influence of Vibration Duration and Mutability on Behavioral Adherence Using Wrist-Worn Wearable Devices: A Mixed Methods Study. International Journal of Human–Computer Interaction 2025;41(24):15791 View
  15. De Santis K, Stiens L, Christianson L, Forberger S. Recommender systems for obesity prevention: Scoping review of reviews. SAGE Open Medicine 2025;13 View
  16. Sun Y, Chen J, Ji M, Li X. Wearable Technologies for Health Promotion and Disease Prevention in Older Adults: Systematic Scoping Review and Evidence Map. Journal of Medical Internet Research 2025;27:e69077 View
  17. Khan S, Iqbal M, Knijnenburg B, Dixon E. Inclusive Recommender Systems: Addressing Needs of Users with ADHD. ACM Transactions on Recommender Systems 2025 View
  18. Chen Y, Ho K, Zong X, Weng Y, Yuan C, Yorke J. The digital intelligent precise nursing framework: theory development in health recommender system. BMC Nursing 2025;24(1) View
  19. Sun Y, Hou S, Chen S, Leng M, Wang Z. Development of an Evaluation Index System for Health Recommender Systems Based on the Health Technology Assessment Framework: A Delphi Study (Preprint). JMIR Formative Research 2025 View

Books/Policy Documents

  1. Aditya Shastry K, Lakshmi M. Healthcare Recommender Systems. View
  2. Galitsky B. Healthcare Applications of Neuro-Symbolic Artificial Intelligence. View