Published on in Vol 25 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/42615, first published .
Digital Health Data Quality Issues: Systematic Review

Digital Health Data Quality Issues: Systematic Review

Digital Health Data Quality Issues: Systematic Review

Journals

  1. Russkikh S, Lindenbraten A, Moskvicheva L, Vasilieva T, Smbatyan S, Gorbacheva N. Organizational and economic aspects of standardization of processes in the healthcare system. HEALTH CARE OF THE RUSSIAN FEDERATION 2023;67(5):367 View
  2. Khela H, Khalil J, Daxon N, Neilson Z, Shahrokhi T, Chung P, Wong P. Real world challenges in maintaining data integrity in electronic health records in a cancer program. Technical Innovations & Patient Support in Radiation Oncology 2024;29:100233 View
  3. Declerck J, Kalra D, Vander Stichele R, Coorevits P. Frameworks, Dimensions, Definitions of Aspects, and Assessment Methods for the Appraisal of Quality of Health Data for Secondary Use: Comprehensive Overview of Reviews. JMIR Medical Informatics 2024;12:e51560 View
  4. He T, Cui W, Feng Y, Li X, Yu G. Digital health integration for noncommunicable diseases: Comprehensive process mapping for full‐life‐cycle management. Journal of Evidence-Based Medicine 2024;17(1):26 View
  5. Marques L, Costa B, Pereira M, Silva A, Santos J, Saldanha L, Silva I, Magalhães P, Schmidt S, Vale N. Advancing Precision Medicine: A Review of Innovative In Silico Approaches for Drug Development, Clinical Pharmacology and Personalized Healthcare. Pharmaceutics 2024;16(3):332 View
  6. Naef A, Coduti E, Windisch P. The Anonymous Data Warehouse: A Hands-On Framework for Anonymizing Data From Digital Health Applications. Cureus 2024 View
  7. Wosny M, Strasser L, Hastings J. The Paradoxes of Digital Tools in Hospitals: Qualitative Interview Study. Journal of Medical Internet Research 2024;26:e56095 View
  8. Lighterness A, Adcock M, Scanlon L, Price G. Data Quality–Driven Improvement in Health Care: Systematic Literature Review. Journal of Medical Internet Research 2024;26:e57615 View
  9. Bignami E, Panizzi M, Allai S, Bellini V. PROBAST Assessment of Machine Learning: Comment. Anesthesiology 2024;141(3):615 View
  10. Crouzet A, Lopez N, Riss Yaw B, Lepelletier Y, Demange L. The Millennia-Long Development of Drugs Associated with the 80-Year-Old Artificial Intelligence Story: The Therapeutic Big Bang?. Molecules 2024;29(12):2716 View
  11. Schwabe D, Becker K, Seyferth M, Klaß A, Schaeffter T. The METRIC-framework for assessing data quality for trustworthy AI in medicine: a systematic review. npj Digital Medicine 2024;7(1) View
  12. Moreira A, Hak F, Santos M. A maturity model for omnichannel adoption in health care institutions. Heliyon 2024;10(19):e38526 View
  13. Crossette-Thambiah G, Berleant D, AbuHalimeh A. An Information Quality Framework for Managed Health Care. Journal of Healthcare Leadership 2024;Volume 16:343 View
  14. Wosny M, Aeppli S, Fischer S, Peres T, Rothermundt C, Hastings J. Factors Guiding Clinical Decision‐Making in Genitourinary Oncology. Cancer Medicine 2024;13(20) View
  15. Declerck J, Vandenberk B, Deschepper M, Colpaert K, Cool L, Goemaere J, Bové M, Staelens F, De Meester K, Verbeke E, Smits E, De Decker C, Van Der Vekens N, Pauwels E, Vander Stichele R, Kalra D, Coorevits P. Building a Foundation for High-Quality Health Data: Multihospital Case Study in Belgium. JMIR Medical Informatics 2024;12:e60244 View
  16. Kuo F, Rehman M, Ahumada L. Garbage In, Garbage Out? Negative Impact of Physiological Waveform Artifacts in a Hospital Clinical Data Warehouse. Journal of Medical Systems 2024;48(1) View
  17. Bellmann L, Gottfried K, Breitfeld P, Ückert F. GraphXplore: Visual exploration and accessible preprocessing of medical data. SoftwareX 2025;29:101978 View
  18. Wang B, Shi X, Han X, Xiao G. The digital transformation of nursing practice: an analysis of advanced IoT technologies and smart nursing systems. Frontiers in Medicine 2024;11 View
  19. Pérez Romero G, Jiménez García Á, Hueso Montoro C, Montoya Juárez R, García Caro M. Effect of patient sorting done by nurses on care request management in primary care emergency services. Investigación y Educación en Enfermería 2024;42(3) View
  20. Raj R, Kumar V, Singh A, Verma P. Mapping the healthcare logistics and supply chain management in times of crisis. Benchmarking: An International Journal 2024 View
  21. Zhang X, Liu T, Li Z, Yang J, Hou H, Hao T, Zhang P, Hu C, Bao M, Ye P, Xiong S, Tian W, Yan G, Zhang J, Wang Y, Jiang W, Ge A, Pan Y, Praveen D, Peiris D, Feng X, Ding D, Yan L, Xu X, Zhang H, Wang Y, Tian W, Tian M. Using primary and routinely collected data to determine prevalence and patterns of multimorbidity in rural China: a representative cross-sectional study of 6474 Chinese adults. The Lancet Regional Health - Western Pacific 2025;54:101272 View
  22. Petit P, Vuillerme N. Leveraging Administrative Health Databases to Address Health Challenges in Farming Populations: Scoping Review and Bibliometric Analysis (1975-2024). JMIR Public Health and Surveillance 2025;11:e62939 View
  23. Jiménez-García Á, Pérez-Romero G, Hueso-Montoro C, Garcia-Caro M, Montoya-Juárez R. Impact of the Advanced Practice Nurse in Triage of Primary Care Emergency Departments. Journal of Emergency Nursing 2025;51(3):487 View
  24. Kim G, Namkoong K. Developing the Digital Health Communication Maturity Model: Systematic Review. Journal of Medical Internet Research 2025;27:e68344 View
  25. Abbas G, Khouri E, Pouwels S. Artificial Intelligence-Based Predictive Modeling for Aortic Aneurysms. Cureus 2025 View
  26. Fisher E, Brown L, Duncanson K. Energy and protein intake threshold modelling using nutrition dashboard technology and sensitivity of hospital malnutrition identification. Nutrition & Dietetics 2025;82(4):363 View
  27. Uwera T, Frøen J, Papadopoulou E, Rukundo E, Sibomana H, Muhire A, Tumusiime D, Venkateswaran M. Child immunization data quality in Rwanda: an assessment of routine health information system data. Archives of Public Health 2025;83(1) View
  28. Wang J, Xu Y, Yang Z, Zhang J, Zhang X, Li W, Sun Y, Pan H. Factors Influencing Information Distortion in Electronic Nursing Records: Qualitative Study. Journal of Medical Internet Research 2025;27:e66959 View
  29. Dünger L, Mäusel E, Zwanenburg A, Löck S. Uncertainties in outcome modelling in radiation oncology. Physics and Imaging in Radiation Oncology 2025;34:100774 View
  30. Qin Q, Wang C. “Cold and hot systems” during public health crises: Research on the mechanisms of emotion, information quality and information processing behaviour. The Electronic Library 2025;43(4):523 View
  31. Theodorou B, Xiao C, Glass L, Sun J. MediSim: Multi-granular simulation for enriching longitudinal, multi-modal electronic health records. Patterns 2025;6(6):101261 View
  32. Wermund A, Thalheim T, Medek A, Schmidt F, Peschel T, Strübing A, Neumann D, Scherag A, Loeffler M, Kesselmeier M, Jaehde U, Villanueva C. Challenges in detecting and predicting adverse drug events via distributed analysis of electronic health record data from German university hospitals. PLOS Digital Health 2025;4(6):e0000892 View
  33. Eden R, Chukwudi I, Bain C, Barbieri S, Callaway L, de Jersey S, George Y, Gorse A, Lawley M, Marendy P, McPhail S, Nguyen A, Samadbeik M, Sullivan C. A scoping review of the governance of federated learning in healthcare. npj Digital Medicine 2025;8(1) View
  34. Siderius L, Perera S, Jankauskaite L, Bhattacharya A, Gonçalves P. Rare diseases: ethical challenges in the era of digital health. Frontiers in Digital Health 2025;7 View
  35. Saranza G, Lin C. Integrating Digital and Ancillary Technologies in the Modern Clinical Evaluation of Chorea. Movement Disorders Clinical Practice 2025;12(S3) View
  36. Senevirathna P, Pires D, Capurro D. Uncovering digital overdiagnosis – Quantification and mitigation using clinical trajectories: Heparin-induced thrombocytopenia use case. Journal of Biomedical Informatics 2025;169:104876 View
  37. Sardar S, Coon C, Kern S, Huynh H, Stephenson D, Abrams J, Lee G, Ollivier C, Hedrick J, Müller M, Evers L, Leyens L, Hovinga C, Ma S, Romero K. Advancing the Integration of Digital Health Technologies in the Drug Development Ecosystem. Journal of Medical Internet Research 2025;27:e67052 View
  38. Dermody G, Wadsworth D, El Haddad M, Prichard R, Benson A, Benson T, Craswell A. Bridging the Digital Divide: A Multi‐Method Evaluation of Nursing Readiness for Digital Health Technology. Journal of Advanced Nursing 2025 View
  39. Grünewald M, Koomen E, van Loon L, Gupta A, Vernooij R, van Solinge W, Kappen T, Haitjema S. Beyond the numbers: the importance of contextual data when reusing blood pressure data from electronic health records. Frontiers in Digital Health 2025;7 View
  40. Al-Hgaish A, Atan R, Yaakob R, Osman M. A Robust Prioritization Framework of Data Quality Dimensions to Improve ML-Driven Healthcare Systems Using AHP and Sensitivity Analysis. IEEE Access 2025;13:158057 View
  41. Kim Y, Oh S, Kim G. Convergence of Integrated Sensing and Communication (ISAC) and Digital-Twin Technologies in Healthcare Systems: A Comprehensive Review. Signals 2025;6(4):51 View
  42. Andrade Bernardi F, Costa Lima V, Alonso M, Mello de Oliveira B, Lorea C, Moraes J, Cassão V, Soares G, Baiochi J, Vinci A, de Souza M, Araújo Y, Bettiol Yamada D, Lourenço Annelli G, de Faria Ferraz V, Rijo R, Maria Félix T, Alves D. Paving the way for Brazil’s first national rare diseases registry: the RARAS data governance model. BMC Digital Health 2025;3(1) View
  43. Taseen S, Yousafzai M, Qureshi M. Harnessing artificial intelligence and digital technology for enhancing routine immunization among zero-dose children. DIGITAL HEALTH 2025;11 View
  44. Zubair M, Din I, Sarwar N, Elov B, Makhmudov S, Trabelsi Z. Revolutionizing sepsis diagnosis using machine learning and deep learning models: a systematic literature review. BMC Infectious Diseases 2025;25(1) View
  45. Fatima S, Faisal S, Batool S, Faisal M, Aamir T, Shahid Z, Mahato R. Evaluating the combined efficacy of Telisotuzumab Vedotin and artificial intelligence in the treatment of non-squamous non-small cell lung cancer: a narrative review focusing on pharmaceutical and technical insights. Frontiers in Oncology 2025;15 View
  46. Astill Wright L, Majid M, Moore M, Momoh G, Patil R, Shajan G, Purewal D, Patel S, Morriss R. The User Experience of Ambulatory Assessment and Mood Monitoring in Bipolar Disorder: Systematic Review and Meta-Synthesis of Qualitative Studies. Journal of Medical Internet Research 2025;27:e71525 View
  47. Han X, Zhan Y, Ni J, Yu B, Tao D. Mind the data: Evaluating data quality sensitivity in medical LLMs. Pattern Recognition Letters 2026;199:68 View
  48. Zheng X, Chen J, Zhang Y, Hu S, Bi C, Singla R, Kamal M, Horimoto K, Shen B. Translational Informatics Driven Drug Repositioning for Neurodegenerative Disease. Current Neuropharmacology 2025;23(14):1841 View
  49. Abasi A, Ayatollahi H, Motevalian S. Characteristics of cohort data management systems (CDMS): a scoping review. BMC Medical Research Methodology 2025;25(1) View
  50. Gurupur V, Hooshmand S, Prabhu D, Trader E, Salvi S. Incompleteness of Electronic Health Records: An Impending Process Problem Within Healthcare. Healthcare 2025;13(22):2900 View
  51. Declerck J, Kılıç Ö, Emir Erol E, Mehryar S, Kalra D, de Zegher I, Celebi R. Assessing Data Quality in Heterogeneous Health Care Integration: Simulation Study of the AIDAVA Framework. JMIR Medical Informatics 2025;13:e75275 View
  52. Casanova R, Villa-Garzon F, Branch-Bedoya J. Architectural patterns for health information systems: a systematic review. Frontiers in Digital Health 2025;7 View
  53. Guillen-Aguinaga M, Aguinaga-Ontoso E, Guillen-Aguinaga L, Guillen-Grima F, Aguinaga-Ontoso I. Data Quality in the Age of AI: A Review of Governance, Ethics, and the FAIR Principles. Data 2025;10(12):201 View

Books/Policy Documents

  1. Markus A, Arinze J, Verhamme K. Digital Respiratory Healthcare. View
  2. Bertl M, Lamo Y, Leucker M, Margaria T, Mohammadi E, Mukhiya S, Pechmann L, Piho G, Rabbi F. Bridging the Gap Between AI and Reality. View
  3. Kalinaki K, Kalinaki A. Cyber-Physical Systems Security. View
  4. Pappalardo C, d’Ambrosio F, Calabrò G. Enabling and Safeguarding Personalized Medicine. View
  5. AlKalbani W, AlAzri A, Ahmad M. Advances in Visual Informatics. View

Conference Proceedings

  1. El-Mufti Z, Fry G, Gregory A, Huh R, Toler E, Valdez J, Valdez R. 2025 Systems and Information Engineering Design Symposium (SIEDS). Defining Value in Population Health: Evaluating Program Impact and Outcomes View