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

Standards and Interoperability (123) Digital Health Reviews (1661) Electronic Health Records (1279) Clinical Informatics (1266) eHealth Infrastructures (420)

Published on in Vol 9, No 7 (2021): July

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/21929, first published .
The Fast Health Interoperability Resources (FHIR) Standard: Systematic Literature Review of Implementations, Applications, Challenges and Opportunities

The Fast Health Interoperability Resources (FHIR) Standard: Systematic Literature Review of Implementations, Applications, Challenges and Opportunities

The Fast Health Interoperability Resources (FHIR) Standard: Systematic Literature Review of Implementations, Applications, Challenges and Opportunities

Authors of this article:

Muhammad Ayaz1 Author Orcid Image ;   Muhammad F Pasha1 Author Orcid Image ;   Mohammed Y Alzahrani2 Author Orcid Image ;   Rahmat Budiarto3 Author Orcid Image ;   Deris Stiawan4 Author Orcid Image
Article Authors Cited by (144) Tweetations (2) Metrics

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  113. Pedroso A, Khera R. Leveraging AI-enhanced digital health with consumer devices for scalable cardiovascular screening, prediction, and monitoring. npj Cardiovascular Health 2025;2(1) View
  114. Rashid S, Bernhard L, Stabenow S, Spicker E, Haid C, König C, Kramer H, Pischinger S, Schade D, Fottner J, Wilhelm D, Berlet M. Bridging the gap between models and reality: development of a research environment for an object-oriented hospital information system to integrate artificial intelligence and robotics into clinical practice. International Journal of Computer Assisted Radiology and Surgery 2025 View
  115. Chan J, Goel M, Gollakota S, Nandakumar R. Mobile medical systems for equitable healthcare. Nature Reviews Bioengineering 2025 View
  116. Bartusik-Aebisher D, Rogóż K, Aebisher D. Artificial Intelligence and ECG: A New Frontier in Cardiac Diagnostics and Prevention. Biomedicines 2025;13(7):1685 View
  117. Wolf E, Morisse K, Meister S. Identifying Design Requirements for an Interactive Physiotherapy Dashboard With Decision Support for Clinical Movement Analysis of Musicians With Musculoskeletal Problems: Qualitative User Research Study. JMIR Human Factors 2025;12:e65029 View
  118. Haffer N, Stellmach C, Sass J, Muzoora M, Graefe A, Thun S, Vorisek C. Genomics on FHIR – a feasibility study to support a National Strategy for Genomic Medicine. npj Genomic Medicine 2025;10(1) View
  119. Hallaj S, Halfpenny W, Radgoudarzi N, Boland M, Swaminathan S, Wang S, Xu B, Amarasekera D, Stagg B, Chen A, Hribar M, Thakoor K, Goetz K, Myers J, Lee A, Christopher M, Zangwill L, Weinreb R, Baxter S. Gap Analysis of Standard Automated Perimetry Concept Representation in Medical Terminologies. Journal of Glaucoma 2025;34(8):644 View
  120. Del-Pinto W, Demetriou G, Jani M, Patel R, Gray L, Bulcock A, Peek N, Kanter A, Dixon W, Nenadic G, Cowley H. Exploring the consistency, quality and challenges in manual and automated coding of free-text diagnoses from hospital outpatient letters. PLOS One 2025;20(8):e0328108 View
  121. Sharma H, Kaur S. Patient-Specific Digital Twins for Personalized Healthcare: A Hybrid AI and Simulation-Based Framework. IEEE Access 2025;13:143277 View
  122. Thorakkattil S, Sridhar S, Abdulsalim S, Karattuthodi M, Chandra P, Unnikrishnan M. Clinical Decision Support Systems in Indian Healthcare Settings: Benefits, Barriers, and Future Implications. Healthcare 2025;13(17):2220 View
  123. Cho Y, Park K. Sex-Stratified Prediction Models for 5-Year Nonalcoholic Fatty Liver Disease Risk in Thyroid Cancer Patients: A Nationwide Cohort Study. Biomedicines 2025;13(9):2250 View
  124. Wang J, Chang C, Chiang T, Yeh T, Cheng E, Lee Y, Chen H. An innovative X-RAG technique combined with GPT-4o for summarizing medical information from EHR and EMR to assist doctors in clinical decision-making effectively and efficiently. Health Informatics Journal 2025;31(3) View

Books/Policy Documents

  1. Benson T. Patient-Reported Outcomes and Experience. View
  2. Vieira A, Conceição L, Faria L, Novais P, Marreiros G. Highlights in Practical Applications of Agents, Multi-Agent Systems, and Complex Systems Simulation. The PAAMS Collection. View
  3. Pavão J, Bastardo R, Rocha N. Proceedings of International Conference on Information Technology and Applications. View
  4. Wong G, Yuen P, Ma A, Chan A, Leung H, Wong V. Artificial Intelligence, Machine Learning, and Deep Learning in Precision Medicine in Liver Diseases. View
  5. Freitas A, Souza J, Caballero I. Data Governance. View
  6. Espinoza J. Diabetes Digital Health, Telehealth, and Artificial Intelligence. View
  7. O’Brien M, Sng L, Ramarao-Milne P, Didi K, Bauer D. Encyclopedia of Bioinformatics and Computational Biology. View
  8. Mohanapriya M, Bharanidharan R, Santhosh R, Reshma R. Smart Factories for Industry 5.0 Transformation. View
  9. Waaje A, Karim R, Roshid M, Yeamin B, Meem T. AI-Driven Personalized Healthcare Solutions. View
  10. Benson T. Patient-Reported Outcomes and Experience. View
  11. Angerer A, Stahl J. Smart Health. View
  12. Jodogne S. Biomedical Engineering Systems and Technologies. View

Conference Proceedings

  1. Rabbi F, Ayaz M, Dayupay J, Oyebode O, Gido N, Adhikari N, Tabuena A, Ajibade S, Bassey M. 2022 IEEE 13th Control and System Graduate Research Colloquium (ICSGRC). Gaussian Map to Improve Firefly Algorithm Performance View
  2. Walter Viktor Walter-Tscharf F. 2022 IEEE 24th Int Conf on High Performance Computing & Communications; 8th Int Conf on Data Science & Systems; 20th Int Conf on Smart City; 8th Int Conf on Dependability in Sensor, Cloud & Big Data Systems & Application (HPCC/DSS/SmartCity/DependSys). A Systematic Integrated Literature Review of Clinical Data Management Platforms of HL7 FHIR View
  3. Ajibade S, Flores D, Ayaz M, Dodo Y, Areche F, Adediran A, Oyebode O, Dayupay J. 2023 IEEE International Conference on Automatic Control and Intelligent Systems (I2CACIS). Application of Machine Learning In Renewable Energy: A Bibliometric Analysis of a Decade View
  4. Pereira C, Sousa A, Itturriet F, Machado J, Del Mestre Martins A. 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS). FASS-ECG: A FHIR Cloud API to Enable Streaming and Storage of Continuous 12-leads ECGs View
  5. Sahi N, Liang A, McHale S, Van Devanter W, Zhang P. 2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM). A Blockchain-Based Architecture for Interoperable Healthcare Data Exchange View
  6. Pope T, Patooghy A, Sarrafzadeh A. 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS). On the Trustworthiness of FHIR-Based Internet-of-Things Digital Health Systems View
  7. Danciu G, Nicolae I, Ilie I, Nechifor C. 2023 International Conference on Applied Mathematics & Computer Science (ICAMCS). Advanced Notebook: A tool for enhanced Management of Machine Learning models and procedures in the Healthcare Domain View
  8. Wijayanti D, Urbaya S, Sitompul T, Adrian V. 2024 International Conference on Information Management and Technology (ICIMTech). E-Government Interoperability: Provincial-Level Architecture Model to Enable Fast Healthcare Interoperability Resources (FHIR) View