Utilization, challenges, and training needs of digital health technologies: Perspectives from healthcare professionals
Open accessAbstract
Introduction: Digital health technology (DHTs), such as electronic health records (EHRs), mobile health apps, and remote monitoring systems, is revolutionizing contemporary healthcare by improving diagnosis, patient care, and operational efficiency. Notwithstanding these developments, infrastructure, technical assistance, and personnel training remain obstacles to the successful deployment of DHTs. Methods: 500 medical experts participated in a survey to evaluate the use, advantages, and challenges of DHTs. The frequency of DHT use, the perceived advantages, and the challenges—such as technical difficulties and a lack of training—were the main topics of the data gathered. Results: The most popular technology was mobile health apps (44.4%), followed by EHR systems and diagnostic tools (33.3%). Benefits reported included decreased administrative burden (50%) and increased diagnostic accuracy (46.2%). However, there significant obstacles were found, though: 63% of respondents said they had only received limited training, and 51.9% mentioned software bugs and network problems. Despite these obstacles, 63% of those surveyed reported increases in the effectiveness of healthcare delivery. Discussion: Our study finds a gap between the infrastructure needed for DHTs to be implemented successfully and their quick adoption. This study challenges the notion that adopting technology alone increases productivity by highlighting the importance of thorough technical assistance and staff training. These issues need to be resolved if DHTs are to be fully utilized for improved healthcare delivery and operational effectiveness. • Mobile health apps (44.4%) and EHRs (33.3%) were the most widely adopted digital health technologies (DHTs). • 63% reported inadequate training, and 52% faced technical issues like software bugs. • 63% observed improved healthcare delivery effectiveness despite challenges. • Infrastructure, training, and support are critical for maximizing the potential of DHTs.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Healthcare workers in Nigeria may be interested in EHR systems in theory, but real practice is limited by context-specific factors including device unavailability, instability of institutional preparedness, and poor health informatics skills.
“Facts of scoping and quantitative research also confirm that healthcare workers might be interested in EHR systems in theory, but the real practice is limited due to the context specifics, including device unavailability, instability of institutional preparedness, and poor health informatics skills of professionals [14, 22, 23].”
From Cloud-based Electronic Health Records (EHR) Adoption Rate in Nigeria: Barriers and Performance Bottlenecks (2026) · cites this paper as [22]
Cites
Barriers and facilitators to utilizing digital health technologies by healthcare professionals
do Nascimento, I. J. B., Abdulazeem, H. M., Vasanthan, L., Martínez, E. Z., Zucoloto, M. L., Østengaard, L., Muscat, N. A., Zapata, T., & Novillo-Ortiz, D. (2023) · npj Digital Medicine · doi:10.1038/s41746-023-00899-4 · Cited by 761 · see citing works
A Review of Explainable Artificial Intelligence in Healthcare
Sadeghi, Z., Alizadehsani, R., CIFCI, M. A., Kausar, S., Rehman, R., Mahanta, P., Bora, P. K., Almasri, A., Alkhawaldeh, R. S., Hussain, S., et al. (2024) · Computers and Electrical Engineering · doi:10.1016/j.compeleceng.2024.109370 · Cited by 598 · see citing works
SHIFTing artificial intelligence to be responsible in healthcare: a systematic review
Siala, H., & Wang, Y. (2022) · Social Science & Medicine · doi:10.1016/j.socscimed.2022.114782 · Cited by 358 · see citing works
Estacio, E. V., Whittle, R., & Protheroe, J. (2017) · Journal of Health Psychology · doi:10.1177/1359105317695429 · Cited by 315 · see citing works
Kruse, C., Betancourt, J., Ortiz, S., Valdes Luna, S. M., Bamrah, I. K., & Segovia, N. (2019) · Journal of Medical Internet Research · doi:10.2196/13263 · Cited by 299 · see citing works
Using HL7 FHIR to achieve interoperability in patient health record
Saripalle, R. K., Runyan, C., & Mitchell, R. (2019) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2019.103188 · Cited by 259 · see citing works
A framework for the ethical impact assessment of information technology
Wright, D. (2010) · Ethics and Information Technology · doi:10.1007/s10676-010-9242-6 · Cited by 224 · see citing works
Erku, D., Khatri, R. B., Endalamaw, A., Wolka, E., Nigatu, F., Zewdie, A., & Assefa, Y. A. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20196854 · Cited by 200 · see citing works
What is Digital Health? Review of Definitions
Fatehi, F., Samadbeik, M., & Kazemi, A. (2020) · Studies in health technology and informatics · doi:10.3233/shti200696 · Cited by 197 · see citing works
Digital Health Interventions to Enhance Prevention in Primary Care: Scoping Review
Willis, V. C., Craig, K. J. T., Jabbarpour, Y., Scheufele, E. L., Arriaga, Y. E., Ajinkya, M., Rhee, K. B. L., & Bazemore, A. (2021) · JMIR Medical Informatics · doi:10.2196/33518 · Cited by 130 · see citing works
O'Donnell, A. J., Kaner, E., Shaw, C., & Haighton, C. (2018) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-018-0703-x · Cited by 112 · see citing works
The role of digital health technology in rural cancer care delivery: A systematic review
Morris, B. B., Rossi, B., & Fuemmeler, B. (2022) · The Journal of Rural Health · doi:10.1111/jrh.12619 · Cited by 104 · see citing works
Health and Wellness Technology Use by Historically Underserved Health Consumers: Systematic Review
Montague, E. N. H., & Perchonok, J. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.2095 · Cited by 99 · see citing works
Factors influencing e-health implementation by medical doctors in public hospitals in Zimbabwe
Furusa, S. S., & Coleman, A. (2018) · South African journal of information management · doi:10.4102/sajim.v20i1.928 · Cited by 83 · see citing works
Janakiraman, R., Park, E., Demirezen, E. M., & Kumar, S. (2022) · Management Science · doi:10.1287/mnsc.2022.4378 · Cited by 83 · see citing works
Impact of Preprocessing Methods on Healthcare PredictionsPreprint
Misra, P., & Yadav, A. S. (2019) · SSRN Electronic Journal · doi:10.2139/ssrn.3349586 · Cited by 78 · see citing works
Mavrogiorgou, A., Kiourtis, A., Touloupou, M., Kapassa, E., & Kyriazis, D. (2019) · Emerging Science Journal · doi:10.28991/esj-2019-01170 · Cited by 69 · see citing works
Christensen, H., Griffiths, K. M., & Evans, K. (2002) · PsycEXTRA Dataset · doi:10.1037/e677122010-001 · Cited by 67 · see citing works
Structurally Mapping Healthcare Data to HL7 FHIR through Ontology Alignment
Kiourtis, A., Mavrogiorgou, A., Menychtas, A., Maglogiannis, I. G., & Kyriazis, D. (2019) · Journal of Medical Systems · doi:10.1007/s10916-019-1183-y · Cited by 58 · see citing works
A Multi-layer Approach for Data Cleaning in the Healthcare Domain
Mavrogiorgos, K., Kiourtis, A., Mavrogiorgou, A., Kleftakis, S., & Kyriazis, D. (2022) · doi:10.1145/3512850.3512856 · Cited by 52 · see citing works
Alkraiji, A. I., Jackson, T., & Murray, I. (2013) · Journal of Medical Systems · doi:10.1007/s10916-012-9895-2 · Cited by 45 · see citing works
Price‐Haywood, E. G., Arnold, C. L., Harden-Barrios, J., & Davis, T. C. (2023) · Ochsner Journal · doi:10.31486/toj.22.0101 · Cited by 36 · see citing works
Mwanza, J., Telukdarie, A., & Igusa, T. (2023) · Health and Technology · doi:10.1007/s12553-022-00714-2 · Cited by 32 · see citing works
Integrated Citizen Centered Digital Health and Social Care
Värri, A., Delgado, J., Gallos, P., Hägglund, M., Häyrinen, K., Kinnunen, U., Pape-Haugaard, L., Peltonen, L., Saranto, K., & Scott, P. (2020) · Studies in health technology and informatics · doi:10.3233/shti275 · Cited by 27 · see citing works
Torab-Miandoab, A., Samad‐Soltani, T., Jodati, A., Akbarzadeh, F., & Rezaei‐Hachesu, P. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e35036 · Cited by 26 · see citing works
Evaluating Electronic Health Record Systems in Ghana: the case of Effia Nkwanta Regional Hospital
Acquah-Swanzy, M. (2015) · NORA - Norwegian Open Research Archives · Cited by 23 · see citing works
Persistent institutional breaches: Technology use in healthcare work
Daskalopoulou, A., & Palmer, M. (2021) · Social Science & Medicine · doi:10.1016/j.socscimed.2021.114399 · Cited by 15 · see citing works
A Data Modeling Process for Achieving Interoperability
Kouremenou, E., Kiourtis, A., & Kyriazis, D. (2024) · World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany · doi:10.1007/978-3-031-62502-2_80 · Cited by 13 · see citing works
Artificial Intelligence Assistive Technology in Hospital Professional Nursing Technology
Cai, Y., Clinto, M., & Xiao, Z. (2021) · Journal of Healthcare Engineering · doi:10.1155/2021/1721529 · Cited by 12 · see citing works
Technical sandbox for a Global Patient co-Owned Cloud (GPOC)
Davids, J., El-Sharkawy, M., Ashrafian, H., Herlenius, E., & Lidströmer, N. (2024) · BMC Digital Health · doi:10.1186/s44247-024-00128-2 · Cited by 12 · see citing works
Α Cross-Sector Data Space for Correlating Environmental Risks with Human Health
Kiourtis, A., Mavrogiorgou, A., & Kyriazis, D. (2024) · Lecture notes in business information processing · doi:10.1007/978-3-031-56478-9_17 · Cited by 6 · see citing works
Ziliotto, N., Zivadinov, R., Jakimovski, D., Bergsland, N., Ramasamy, D. P., Weinstock‐Guttman, B., Ramanathan, M. K., Marchetti, G., & Bernardi, F. (2018) · Thrombosis and Haemostasis · doi:10.1055/s-0038-1676346 · Cited by 6 · see citing works
Outcomes assessment for digital health interventions in diabetes: a payer perspective
Silberman, J., Sarlati, S., Kaur, M., & Bokhari, W. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-90557-2.00023-6 · Cited by 2 · see citing works
Flagged first, then by citations
1 of the 35 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Nourazarain, A., & Vaziri, Y. (2025) · Genes & Nutrition · doi:10.1186/s12263-025-00790-9 · Cited by 77 · see citing works
Alhaiti, A. (2025) · BMC Nursing · doi:10.1186/s12912-025-03435-9 · Cited by 18 · see citing works
Evaluating Maturity Models in Healthcare Information Systems: A Comprehensive Review
Gomes, J., & Rom�ão, M. (2025) · Healthcare · doi:10.3390/healthcare13151847 · Cited by 18 · see citing works
Chen, K.-Y., Chan, H.-C., & Chan, C.-M. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-02627-0 · Cited by 11 · see citing works
Wanniarachchi, V. U., Greenhalgh, C., & Warren, J. (2025) · Internet Interventions · doi:10.1016/j.invent.2025.100884 · Cited by 10 · see citing works
Mwogosi, A. (2025) · Health Policy and Technology · doi:10.1016/j.hlpt.2025.101076 · Cited by 8 · see citing works
Sari, S. E., Farhan, H., Gyamera, E., & Paghubasan, M. D. (2025) · Journal of Educational Technology and Learning Creativity · doi:10.37251/jetlc.v3i1.1608 · Cited by 6 · see citing works
Li, Z., Wu, X., Casado, C. Á., Lindholm, V., Mikkonen, K., Xia, Z., Feng, X., & López, M. B. (2026) · Neurocomputing · doi:10.1016/j.neucom.2026.132877 · Cited by 6 · see citing works
Digital twin manifesto for the pathology laboratory
Eccher, A., Pagni, F., Dominici, M., Bonetti, L. R., Marletta, S., Munari, E., Cazzaniga, G., Parwani, A. V., L’Imperio, V., & Tos, A. P. D. (2025) · Diagnostic Pathology · doi:10.1186/s13000-025-01679-2 · Cited by 5 · see citing works
Comparcini, D., Simonetti, V., Totaro, M., Tomietto, M., Forastefano, B., Jarva, E., Pastore, F., Minoia, F., Gullo, B., Rea, T., et al. (2025) · Journal of Advanced Nursing · doi:10.1111/jan.70435 · Cited by 5 · see citing works
Charalambous, A. (2026) · Measurement and Evaluations in Cancer Care · doi:10.1016/j.ymecc.2026.100034 · Cited by 5 · see citing works
Mobile Apps to Improve Health Parameters in Healthy Adults: Systematic Review
Leuzzi, G., Job, M., Cosentino, C., Testa, R., Scafoglieri, A., & Testa, M. (2026) · JMIR mhealth and uhealth · doi:10.2196/66881 · Cited by 3 · see citing works
Kınış, Z., Denizli, F., & Boztosun, D. (2026) · İstanbul Gelişim Üniversitesi Sosyal Bilimler Dergisi · doi:10.17336/igusbd.1715799 · Cited by 3 · see citing works
Determinants of digital health literacy of healthcare professionals: A systematic review
Özatkan, Y., & Tekin, P. Ş. (2026) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x261426228 · Cited by 3 · see citing works
Parkinson's Disease in Times of War: Gaps in Knowledge and Emerging Controversies
Salari, M., Etemadifar, M., & Soleimani, S. (2026) · Movement Disorders · doi:10.1002/mds.70272 · Cited by 3 · see citing works
Pediatrics 4.0: the Transformative Impacts of the Latest Industrial Revolution on Pediatrics
Onur, D., & Ozbakir, C. (2025) · Health Care Analysis · doi:10.1007/s10728-025-00536-z · Cited by 3 · see citing works
Sallam, M., Stanley, A., Snygg, J., Al-Shakerchi, H., Atragchi, O. A., Abusamra, R., & Sallam, M. (2026) · Recent Progress in Sciences · doi:10.70462/rps.2026.3.001 · Cited by 2 · see citing works
Alshanqiti, A., Alghabban, H. M., Surrati, A. M. Q., Ibrahim, S., & Owaydhah, W. H. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2026.1741936 · Cited by 2 · see citing works
Mandó, P., Moutafi, M. K., Connolly, E. A., Faulkner, L., Franco, P., Guven, D. C., Kfoury, M., Kloft, M., Kocakavuk, E., Mariamidze, E., et al. (2026) · ESMO Real World Data and Digital Oncology · doi:10.1016/j.esmorw.2026.100697 · Cited by 1 · see citing works
Digitizing HIV care in Uganda: Patient and provider perspectives on the AmFine patient portal
Kiconco, R., Atwine, R., Kamuganga, F., Kanyesigye, M., Owamaani, D., Sanyu, N., Tumuhimbise, W., Muyindike, W. R., Musiimenta, A., & Cimino, J. J. (2025) · Digital Health · doi:10.1177/20552076251376270 · Cited by 1 · see citing works
Digital competencies for health service managers and health service implications for Australia
Brommeyer, M., Whittaker, M. A., Mackay, M., & Liang, Z. (2025) · Health Information Management Journal · doi:10.1177/18333583251396573 · Cited by 1 · see citing works
Leveraging the VUCA Paradigm: A SWOT-Based Strategy for Sustainable Healthcare
Naamati-Schneider, L., & Salvatore, F. P. (2026) · Administration & Society · doi:10.1177/00953997261435970 · Cited by 1 · see citing works
Digital upskilling of the health workforce – A university perspective
Cheong, B. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-44073-1.00032-8 · Cited by 1 · see citing works
Precision medicine in low-income settings and small island developing states
Saluja, S., Mannan, F., Paré, G., Anand, S. S., Hanchard, N. A., Langenberg, C., & Anderson, S. G. (2026) · Nature Reviews Endocrinology · doi:10.1038/s41574-026-01250-z · Cited by 1 · see citing works
Cancer detection: Screening tools and biomarker discoveries
Anas, M. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-33263-0.00007-3 · Cited by 1 · see citing works
Venugopal, P., Garg, P., Prakash, C., Kumar, S., & Gupta, N. (2026) · Frontiers in Artificial Intelligence · doi:10.3389/frai.2026.1827586 · Cited by 1 · see citing works
Lyatuu, I., Mwanga, E. P., Kulindwa, Y., Bandio, R., Kinyina, A., Kapologwe, N., Sospeter, P., Makuwani, A., Kengia, J. T., Sukari, O., et al. (2026) · PLOS Digital Health · doi:10.1371/journal.pdig.0001468 · Cited by 1 · see citing works
Adoghe, O. B., Ikharo, B., & Amhenrior, H. (2026) · Research Square (preprint) · doi:10.21203/rs.3.rs-8821192/v1
Maximizing the potential of digital technologies for shared decision-making in cardiovascular care
Candelaria, D., Pettersen, T. R., Chong, M. S., & Park, L. G. (2025) · European Journal of Cardiovascular Nursing · doi:10.1093/eurjcn/zvaf050
de Souza, N. S. A., Lima, E. D. O., Honorio, D. C. D. S., de Oliveira, A. P., Indiani, L., Martins, F. S. L., Bruno, L. C. D. M., Neto, J. M. P. P., Almeida, L. E. F., & Sousa, E. J. A. D. L. (2025) · Cognitus Interdisciplinary Journal · doi:10.71248/k3v7yz31
Utilization of E-Health Technology in Optimizing Health Services to Increase Patient Satisfaction
Kelegama, T., Ona, R. E., & Abdullahi, M. R. (2025) · Journal of Educational Technology and Learning Creativity · doi:10.37251/jetlc.v3i1.1841
Şenyapar, H. N. D., Özdemir, H., Tuğrul, F., Can, Ü., Oğuz, S., Karabina, İ. Z., Azmanoğlu, B. N., YALÇINKAYA, Ş., Yıldız, M. A., Akçay, Ö., et al. (2025) · Akademisyen Kitabevi eBooks · doi:10.37609/akya.3675
Huang, Y., Junping, G., Wen, Y., & Fan, Q. (2025) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1629272
Digital health defined by eHealth and mHealth: A bibliometric Analysis
Neagoe, I. E., & Grădinaru, G. (2025) · Proceedings of the ... International Conference on Business Excellence · doi:10.2478/picbe-2025-0018
Dias, I. R. A. L., Honorato, P. F., Nascimento, B. C., Gomes, W. F., Pereira, V. B., Martins, A. G. A., Dantas, G. A., Paiva, J. P., & Coelho, A. C. (2025) · Revista Foco · doi:10.54751/revistafoco.v18n10-027
Maulindar, J., Dewi, N. S. S., & Mustapha, J. C. (2025) · Proceeding of International Conference on Science Health And Technology · doi:10.47701/hr24wj75
Musa, T. H., Ahmed, W. R., Musa, I. H., Akintunde, T. Y., Ghimire, U., Oli, P., & Musa, H. H. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-4099-9.ch008
Костровська, К. О. (2025) · Izdevniecība “Baltija Publishing” eBooks · doi:10.30525/978-9934-26-637-9-21
Donal, D., Daharnis, D., Handayani, P. G., Hermawatie, N. A., & Lakilaki, E. (2026) · EXPLORE · doi:10.1016/j.explore.2026.103350
Kepper, M. M., Mackenzie, A., Gomel, A., Gacad, A., Gilbert, A. S., Saseetharran, A., Tsagli, D., Parrish, L., Walsh‐Bailey, C., Foraker, R. E., et al. (2026) · Journal of Medical Internet Research · doi:10.2196/preprints.95289
Job satisfaction among nephrology nurses: An Italian multicenter cross-sectional study
Ferrara, G., Palomares, S. M., Gazineo, D., Godino, L., Sguanci, M. E., Cangelosi, G., Palmisano, A., Mura, C., Mocco, C., Cappelletti, S., et al. (2026) · Applied Nursing Research · doi:10.1016/j.apnr.2026.152082
Oikonomou, T. I., Karytsas, S., Lima, A. T., Kostakis, I., Karytsas, C. S., & Theodoropoulou, E. (2026) · Frontiers in Sustainability · doi:10.3389/frsus.2026.1769183
Bazuin, T., Kusters, M. P. T., Idema, D. L., van der Laan, M. J., Spijker, R., Oerbekke, M. S., Heus, P., Hooft, L., & Jenniskens, K. (2026) · Health Policy and Technology · doi:10.1016/j.hlpt.2026.101215
Beverly, B., Miclette, M., Kaufman, H., Holley, D., Brooks, A., & Zaubler, T. (2026) · Community Mental Health Journal · doi:10.1007/s10597-026-01647-0
Boadu, R. O., Adu, V. W., Boadu, K. A. O., Adzakpah, G., Assan, N. A., Snyder-Collison, X., Edusah, K. J., Konnu, W., & Andoh, D. (2026) · Advances in Public Health · doi:10.1155/adph/9889322
Liu, W., Li, X., Lin, J., Zhang, Q., & Yu, Y. (2026) · International Conference on Educational and Information Technology · doi:10.1109/iceit68991.2026.11521828
Transformación digital desde la mirada del talento humano en salud: una revisión de alcance
Reyes, M. F. D., Tobón, C. A. U., & López, J. I. R. (2026) · Ciencia Latina Revista Científica Multidisciplinar · doi:10.37811/cl_rcm.v10i2.23671
Praharaj, M., Tripathy, P., Nanda, D., Reddy, N. V., Puthukudiyil, S., & Siva, N. (2026) · Journal of Neonatal Nursing · doi:10.1016/j.jnn.2026.101872
Baumann, H., Thomas, G., Alley, S., Duncan, M. J., Browne, M., Wollesen, B., Vandelanotte, C., & Gilson, N. D. (2026) · Frontiers in Digital Health · doi:10.3389/fdgth.2026.1801405
Mehta, V., Bhadania, M., Singh, A., Galletti, C., & Mathur, A. S. (2026) · Clinical and Experimental Dental Research · doi:10.1002/cre2.70386
Aarvidurai, E., Hariharasudan, A., Tamilmani, K. T., & Latha, K. N. (2026) · Springer proceedings in business and economics · doi:10.1007/978-981-95-6415-6_132
Alakhras, L., Hasan, S., Hussein, S., & Bader, S. (2026) · International Journal of Pharmacy Practice · doi:10.1093/ijpp/riag069
Ulfa, F. W. (2026) · Jurnal Manajemen Informasi Kesehatan (Health Information Management) · doi:10.51851/jmik.v11i1.930
Lytras, M., Sarirete, A., de Pablos, P. O., & Koutroumpa, F. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-36769-4.00001-4
Pavlidis, G. T. (2026) · Human Rights Education Review · doi:10.1080/25355406.2026.2696515
Bader, A., Hofmann, R., Haderer, M., von Schau, N., & König, L. M. (2026) · BMC Digital Health · doi:10.1186/s44247-026-00282-9
Petit, P., Vuillerme, N., Gehrmann, J., Stephan, J., Muehlensiepen, F., Nübel, J., Martens, E., & Hahn, F. (2026) · Digital Health · doi:10.1177/20552076261460253
Sukatemin (2026) · Journal of Intelligent Decision Making and Information Science · doi:10.59543/jidmis.v3.792
Advancing Physical Activity Behavior Change: The Potential of Serious Digital Health Technologies
Attoh-Mensah, E. (2026) · Frontiers research topics · doi:10.3389/978-2-8325-8492-7
Mageto, J., Tlholwe, M., & van den Berg, H. (2026) · Logistics · doi:10.3390/logistics10080187
Adoption of E-Health in Nepal: Challenges and Opportunities for Healthcare Professionals
Bajracharya, A., & Thakur, R. N. (2025) · LBEF Research Journal of Science Technology and Management · doi:10.67825/lrjstm.2026.7010120
Johnson, D. J. (2026) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-026-00701-8
Wahyudi, B., Ahmad, T., Ijtihadie, R. M., Croix, N. J. D. L., & Mtonga, K. (2026) · Neuroscience Informatics · doi:10.1016/j.neuri.2026.100292
Duka, B., Biring-Pani, M., Mane, F., Çini, J., Zylfo, A., Vakëflliu, K., & Notarnicola, I. (2026) · Nursing Reports · doi:10.3390/nursrep16100350
Nishan, M. N. H., Parveen, F., Alam, G. M. E., Hazari, T. J., Sakir, D. I. A., Nasir, S. S., Bhuiyan, M. M. R., & Hossain, M. M. A. A. (2026) · SN Comprehensive Clinical Medicine · doi:10.1007/s42399-026-02844-4
Resisting or transforming? Workforce readiness for digital shift in healthcare workflows
Julan, A., Parvin, S. M. R., Panakaje, N., & Ameer, S. (2026) · Journal of Health Organization and Management · doi:10.1108/jhom-08-2025-0527
Tohit, N. F. M., Hassan, N. A., & Haque, M. (2026) · Advances in Human Biology · doi:10.4103/aihb.aihb_136_26
Qi, Y., Mohamad, E. M. W., Azlan, A. A., Zhang, C., Zhao, X., Wu, A., & Ma, Y. (2026) · Digital Health · doi:10.1177/20552076261490720
Braimah, A. W., Darko, P., & Yakubu, R. (2026) · Research Square · doi:10.21203/rs.3.rs-11536250/v1
- Authors
- Khan, R., Khan, S., Almohaimeed, H. M., Almars, A. I., & Pari, B.
- Affiliations
- Silesian University of Technology (PL)
- Khyber Girls Medical College (PK)
- Princess Nourah bint Abdulrahman University (SA)
- King Abdulaziz University (SA)
- Lady Reading Hospital (PK)
- Corresponding author
- Khan, Ruby
- Venue
- International Journal of Medical Informatics
- Publisher
- Elsevier BV
- Published
- 2025-05
- Volume
- 197
- Pages
- 105833
- ISSN
- 1386-5056 (ISSN-L)
- OpenAlex
- W4407425185
- Cited by
- 65
- References
- 35
- Citations by year
- 2026: 45 · 2025: 20
- FWCI
- 51.12
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- International Journal of Medical Informatics (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- Funders
- Princess Nourah Bint Abdulrahman University (PNURSP2025R213)
- Topics
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Technology and Human Factors in Education and Health
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Keywords
- digital health technologies, electronic health records, mobile health apps, remote monitoring, healthcare professionals' perspectives, staff training needs, technical challenges, software defects, network problems, technology adoption, administrative burden, diagnostic accuracy
- MeSH terms
- Digital Technology, Digital Health, Adult, Attitude of Health Personnel, Female, Health Personnel, Humans, Male, Middle Aged, Surveys and Questionnaires, Telemedicine, Electronic Health Records, Mobile Applications
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review