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

Reviews in Medical Informatics (106) Ethics, Privacy, and Legal Issues (593) Clinical Informatics (1264) Data Science (347) Secondary Use of Clinical Data for Research and Surveillance (456)

Published on in Vol 9, No 10 (2021): October

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/29871, first published .
Data Anonymization for Pervasive Health Care: Systematic Literature Mapping Study

Data Anonymization for Pervasive Health Care: Systematic Literature Mapping Study

Data Anonymization for Pervasive Health Care: Systematic Literature Mapping Study

Authors of this article:

Zheming Zuo1 Author Orcid Image ;   Matthew Watson1 Author Orcid Image ;   David Budgen1 Author Orcid Image ;   Robert Hall2 Author Orcid Image ;   Chris Kennelly2 Author Orcid Image ;   Noura Al Moubayed1 Author Orcid Image
Article Authors Cited by (43) Tweetations (3) Metrics

Journals

  1. Hahn W, Schütte K, Schultz K, Wolkenhauer O, Sedlmayr M, Schuler U, Eichler M, Bej S, Wolfien M. Contribution of Synthetic Data Generation towards an Improved Patient Stratification in Palliative Care. Journal of Personalized Medicine 2022;12(8):1278 View
  2. Sepas A, Bangash A, Alraoui O, El Emam K, El-Hussuna A. Algorithms to anonymize structured medical and healthcare data: A systematic review. Frontiers in Bioinformatics 2022;2 View
  3. Sampaio S, Sousa P, Martins C, Ferreira A, Antunes L, Cruz-Correia R. Collecting, Processing and Secondary Using Personal and (Pseudo)Anonymized Data in Smart Cities. Applied Sciences 2023;13(6):3830 View
  4. Wolfien M, Ahmadi N, Fitzer K, Grummt S, Heine K, Jung I, Krefting D, Kühn A, Peng Y, Reinecke I, Scheel J, Schmidt T, Schmücker P, Schüttler C, Waltemath D, Zoch M, Sedlmayr M. Ten Topics to Get Started in Medical Informatics Research. Journal of Medical Internet Research 2023;25:e45948 View
  5. Au K, Yang W. Auxiliary use of ChatGPT in surgical diagnosis and treatment. International Journal of Surgery 2023;109(12):3940 View
  6. Pilgram L, Meurers T, Malin B, Schaeffner E, Eckardt K, Prasser F. The Costs of Anonymization: Case Study Using Clinical Data. Journal of Medical Internet Research 2024;26:e49445 View
  7. Petrella R. The AI Future of Emergency Medicine. Annals of Emergency Medicine 2024;84(2):139 View
  8. Parchmann N, Hansen D, Orzechowski M, Steger F. An ethical assessment of professional opinions on concerns, chances, and limitations of the implementation of an artificial intelligence-based technology into the geriatric patient treatment and continuity of care. GeroScience 2024;46(6):6269 View
  9. Morales-Sánchez R, Montalvo S, Riaño A, Martínez R, Velasco M. Early diagnosis of HIV cases by means of text mining and machine learning models on clinical notes. Computers in Biology and Medicine 2024;179:108830 View
  10. Yurdem B, Kuzlu M, Gullu M, Catak F, Tabassum M. Federated learning: Overview, strategies, applications, tools and future directions. Heliyon 2024;10(19):e38137 View
  11. Habibi M, Aslan S, Liu X, Loke Y, Krieger A, Hibino N, Olivieri L, Fuge M. Automatic Laplacian-based shape optimization for patient-specific vascular grafts. Computers in Biology and Medicine 2025;184:109308 View
  12. Watson M, Boulitsakis Logothetis S, Green D, Holland M, Chambers P, Al Moubayed N. Performance of machine learning versus the national early warning score for predicting patient deterioration risk: a single-site study of emergency admissions. BMJ Health & Care Informatics 2024;31(1):e101088 View
  13. El-Hajj M. Cybersecurity and Privacy Challenges in Extended Reality: Threats, Solutions, and Risk Mitigation Strategies. Virtual Worlds 2024;4(1):1 View
  14. Shahriar S, Dara R, Akalu R. A comprehensive review of current trends, challenges, and opportunities in text data privacy. Computers & Security 2025;151:104358 View
  15. Zieni B, Ritchie M, Mandalari A, Boem F. An Interdisciplinary Overview on Ambient Assisted Living Systems for Health Monitoring at Home: Trade-Offs and Challenges. Sensors 2025;25(3):853 View
  16. Esmaili A, Rahmani A, Alijanpour A, Jayervand F, Akhondzardaini R, Sharifi M, Shams S, Rashvandi H, Yeganegi M, Shahbazi A, Aghili K, Neamatzadeh H. Challenges for Ethics Review Committees in Regulating Medical Artificial Intelligence Research. Indian Journal of Surgical Oncology 2025 View
  17. Olawade D, Weerasinghe K, Mathugamage M, Odetayo A, Aderinto N, Teke J, Boussios S. Enhancing Ophthalmic Diagnosis and Treatment with Artificial Intelligence. Medicina 2025;61(3):433 View
  18. Kumar R, Singh A, Kassar A, Humaida M, Joshi S, Sharma M. Leveraging Artificial Intelligence to Achieve Sustainable Public Healthcare Services in Saudi Arabia: A Systematic Literature Review of Critical Success Factors. Computer Modeling in Engineering & Sciences 2025;142(2):1289 View
  19. Wiest I, Leßmann M, Wolf F, Ferber D, Treeck M, Zhu J, Ebert M, Westphalen C, Wermke M, Kather J. Deidentifying Medical Documents with Local, Privacy-Preserving Large Language Models: The LLM-Anonymizer. NEJM AI 2025;2(4) View
  20. Shimaoka A, Lopes L, Junior A, Bandiera-Paiva P. Health data preparation framework for unsupervised models (HealthDataPrep): A study with Alzheimer's disease mortality data from Brazil. International Journal of Health Management Review 2025;11(1) View
  21. Antweiler D, Fuchs G. Trust at every step: Embedding trust quality gates into the visual data exploration loop for machine learning-based clinical decision support systems. Computers & Graphics 2025;128:104212 View
  22. Chan J, Parker L, Carter S, Nickel B, Carroll S. Radiation oncology patients’ perceptions of artificial intelligence and machine learning in cancer care: A multi-centre cross-sectional study. Radiotherapy and Oncology 2025;207:110891 View
  23. Haider S, Prabha S, Gomez-Cabello C, Borna S, Genovese A, Trabilsy M, Elegbede A, Yang J, Galvao A, Tao C, Forte A. Facial Analysis for Plastic Surgery in the Era of Artificial Intelligence: A Comparative Evaluation of Multimodal Large Language Models. Journal of Clinical Medicine 2025;14(10):3484 View
  24. Mizani M, Sheikh A, Banerjee A. An empirical assessment of differential privacy in real-world observational data: a case-control study of asthma exacerbation in UK Biobank linked with electronic health records. Journal of the American Medical Informatics Association 2025;32(8):1328 View
  25. Abbas S, Seol H, Abbas Z, Lee S. Exploring the Role of Artificial Intelligence in Smart Healthcare: A Capability and Function-Oriented Review. Healthcare 2025;13(14):1642 View
  26. Maheshwari A, Chopra S. Actionable insights for equitable urban sustainability transition through building-level assessment of sustainable development goals. npj Urban Sustainability 2025;5(1) View
  27. Welzel C, Ostermann M, Smith H, Minssen T, Kirsten T, Gilbert S. Enabling secure and self determined health data sharing and consent management. npj Digital Medicine 2025;8(1) View

Books/Policy Documents

  1. Testa S. Privacy Symposium 2022. View
  2. Vainauskienė V. Computer Supported Qualitative Research. View
  3. Behera C, Lakshmi D, Kondurkar I. Advanced Applications of Generative AI and Natural Language Processing Models. View
  4. Ilarri S, Tellería C, Morales M. Information Integration and Web Intelligence. View
  5. Innocenti L, Antonelli M, Ourselin S, Lorenzi M. Trustworthy AI in Medical Imaging. View
  6. Rush L, Schmid M, Raptis G. Information and Communication Technology. View
  7. Penchala R, Krishna Parimala V. Electronic Health Records - Issues and Challenges in Healthcare Systems. View
  8. Aditya Shastry K, Lakshmi M. Healthcare Recommender Systems. View
  9. Nawaz A, Ahmad A. ArtifiAI for Aging Rehabilitation and Intelligent Assisted Living. View
  10. Hortal E, Semerci Y, Mazzucato A, Christidis J. Higher Education Learning Methodologies and Technologies Online. View

Conference Proceedings

  1. Xu W. 2022 International Conference on Education, Network and Information Technology (ICENIT). Financial Data Privacy Protection Framework Construction Based on Blockchain Technology View
  2. Hashemi A, Etminani K, Soliman A, Hamed O, Lundström J. 2023 International Joint Conference on Neural Networks (IJCNN). Time-series Anonymization of Tabular Health Data using Generative Adversarial Network View
  3. Berkaoui A, Gahi Y. 2023 7th IEEE Congress on Information Science and Technology (CiSt). Enabling open banking and analytics in the cloud through a distributed data anonymization pipeline View
  4. Staegemann D, Pohl M, Haertel C, Daase C, Abdallah M, Turowski K. 2023 17th International Conference on Signal-Image Technology & Internet-Based Systems (SITIS). An Overview of the Approaches for Generating Test Data in the Context of the Quality Assurance of Big Data Applications View
  5. Boujelben M, Mohammed M, Abid M. 2025 International Wireless Communications and Mobile Computing (IWCMC). An End-to-End Secure Blockchain-Based Architecture for Data Sharing in E-Health View
  6. Tobia G, Patarnello S, Masciocchi C, Nero C, Passarotti M, Moretti G, Marchetti A, Arcuri G, Lilli L. 2025 IEEE 13th International Conference on Healthcare Informatics (ICHI). Privacy in Italian Clinical Reports: A NLP-Based Anonymization Approach View