Peran Artificial Intelligence dalam Peningkatan Mutu Administrasi Pelayanan Kesehatan: Tinjauan Literatur terhadap Efisiensi dan Pengambilan Keputusan
DOI:
https://doi.org/10.51574/illea.v2i2.5903Keywords:
Artificial Intelligence, Administrasi Kesehatan, Mutu Pelayanan Kesehatan, Scoping Review, Decision Support SystemAbstract
Transformasi digital dalam pelayanan kesehatan mendorong peningkatan kebutuhan terhadap sistem administrasi yang efisien, akurat, dan mampu mendukung pengambilan keputusan berbasis data. Artificial Intelligence (AI) menjadi salah satu teknologi yang berkembang dalam administrasi pelayanan kesehatan melalui kemampuan melakukan otomatisasi tugas rutin, pengolahan data dalam jumlah besar, optimalisasi sumber daya, serta penyediaan informasi prediktif untuk mendukung keputusan manajerial. Penelitian ini bertujuan untuk memetakan peran Artificial Intelligence dalam peningkatan mutu administrasi pelayanan kesehatan berdasarkan bukti ilmiah terkini, khususnya pada aspek efisiensi operasional dan pengambilan keputusan. Metode yang digunakan adalah scoping review dengan mengikuti pedoman Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews (PRISMA-ScR). Literatur diperoleh melalui penelusuran berbagai basis data ilmiah dengan fokus pada penerapan AI dalam administrasi kesehatan, sistem informasi kesehatan, optimalisasi workflow, alokasi sumber daya, dan sistem pendukung keputusan. Hasil kajian menunjukkan bahwa AI memberikan kontribusi terhadap peningkatan efisiensi administrasi melalui otomatisasi dokumentasi, pengelolaan rekam kesehatan elektronik, penjadwalan pelayanan, manajemen alur pasien, serta proses administratif seperti billing dan claims processing. Selain itu, AI mendukung pengambilan keputusan melalui predictive analytics untuk perencanaan kapasitas, pengelolaan tenaga kerja, dan optimalisasi sumber daya pelayanan. Namun, implementasi AI masih menghadapi tantangan terkait kualitas data, interoperabilitas sistem, privasi, bias algoritma, regulasi, dan kebutuhan tata kelola yang berorientasi pada manusia. Kesimpulannya, Artificial Intelligence memiliki potensi besar dalam meningkatkan mutu administrasi pelayanan kesehatan, tetapi keberhasilan implementasinya memerlukan integrasi teknologi, kesiapan organisasi, dan pendekatan human-centered governance.
References
Abd-Alrazaq, A. A., Solaiman, B., Mekki, Y., Al-Thani, D., Farooq, F., Alkubeyyer, M., Abubacker, M., AlSaad, R., Aziz, S., Serag, A., Thomas, R., Sheikh, J. I., & Ahmed, A. (2025). Hype vs Reality in the Integration of Artificial Intelligence in Clinical Workflows. JMIR Formative Research, 9. https://doi.org/10.2196/70921
Abdelhafeez, A., Hekal, M. T., Al-Kazaz, M., Elgarhy, M., & Elhasanin, A. S. (2024). Hospital Management Leveraging AI. SciNexuses. https://doi.org/10.61356/j.scin.2024.1519
Abhinav, G., & Subrahmanyam, S. (2019). Artificial Intelligence in Healthcare. Journal of Drug Delivery and Therapeutics. https://doi.org/10.22270/jddt.v9i5-s.3634
Adwer, L., & Whiting, E. (2024). Exploring Artificial Intelligence Solutions and Challenges in Healthcare Administration. IEEE 12th International Conference on Healthcare Informatics (ICHI), 528-530. https://doi.org/10.1109/ichi61247.2024.00077
Ahmed, M. I., Spooner, B., Isherwood, J., Lane, M., Orrock, E., & Dennison, A. (2023). A Systematic Review of the Barriers to the Implementation of Artificial Intelligence in Healthcare. Cureus, 15. https://doi.org/10.7759/cureus.46454
Al-Sultan, A., Aldawish, S. N., Al_Beshri, S. O., Koshak, A. H. D., Alhassan, A. S. J., Alsahli, A. M., Almajhad, M. A., & Alhamad, A. H. (2022). The Use of Artificial Intelligence in Healthcare Decision-Making. Journal of Population and Therapeutics and Clinical Pharmacology. https://doi.org/10.53555/jptcp.v29i04.5367
Ala, A., & Chen, F. (2022). Appointment Scheduling Problem in Complexity Systems of the Healthcare Services: A Comprehensive Review. Journal of Healthcare Engineering, 2022. https://doi.org/10.1155/2022/5819813
Aldosari, H. (2026). Artificial Intelligence in Healthcare Administration and Clinical Informatics: A Critical Review and Governance Roadmap. Healthcare, 14. https://doi.org/10.3390/healthcare14111497
Aldwean, A., & Tenney, D. (2024). Artificial Intelligence in Healthcare Sector: A Literature Review of the Adoption Challenges. Open Journal of Business and Management. https://doi.org/10.4236/ojbm.2024.121009
Ali, H. (2025). Reinforcement Learning in Healthcare: Optimizing Treatment Strategies, Dynamic Resource Allocation, and Adaptive Clinical Decision-Making. International Journal of Computer Applications Technology and Research. https://doi.org/10.7753/ijcatr1103.1007
Alnahdi, S. A., & Hani, J. B. S. (2025). Artificial intelligence in health information systems: Management perspectives from a bibliometric analysis. EDPACS, 71, 77 - 90. https://doi.org/10.1080/07366981.2025.2554441
Amiri, Z. (2024). Leveraging AI-Enabled Information Systems for Healthcare Management. Journal of Computer Information Systems. https://doi.org/10.1080/08874417.2024.2414216
Arbab, A., Abdein, O. E., Alazzawi, A., Muttar, A., Abaker, M. O. S. M., Babikir, S., & Yousif, A. B. Y. (2025). The Role of Artificial Intelligence in Enhancing the Administrative Decision Making Process. International Conference on Decision Aid Sciences and Applications (DASA), 2500-2505. https://doi.org/10.1109/dasa68193.2025.11499053
Arginteanu, A., Manea, D., Oțoiu, A., & Rusu, R. (2026). Artificial Intelligence in Healthcare Systems: Strategic Applications for Budget Management, Resource Allocation and Workflow Optimization. Proceedings of the International Conference on Business Excellence, 20, 218 - 234. https://doi.org/10.2478/picbe-2026-0022
Arowoogun, J. O., Babawarun, O., Chidi, R., Oyeyemi, A. W., & Okolo, C. A. (2024). A comprehensive review of data analytics in healthcare management: Leveraging big data for decision-making. World Journal of Advanced Research and Reviews. https://doi.org/10.30574/wjarr.2024.21.2.0590
Bailo, P., Nittari, G., Pesel, G., Basello, E., Spasari, T., & Ricci, G. (2026). Governing Healthcare AI in the Real World: How Fairness, Transparency, and Human Oversight Can Coexist: A Narrative Review. Sci, 8(2), 36. https://doi.org/10.3390/sci8020036
Balpande, V., Rewatkar, P., Dhole, P., Alwadkar, I., & Gomase, K. (2025). Artificial intelligence transforming healthcare and nursing: A comprehensive bibliometric analysis. Multidisciplinary Reviews, 8(9), 2025267. https://doi.org/10.31893/multirev.2025267
Bhagat, S. V., & Kanyal, D. (2024). Navigating the Future: The Transformative Impact of Artificial Intelligence on Hospital Management- A Comprehensive Review. Cureus, 16. https://doi.org/10.7759/cureus.54518
Bhimavarapu, M. (2025). AI-driven data analysis in healthcare: Transforming patient care and operational efficiency. World Journal of Advanced Engineering Technology and Sciences. https://doi.org/10.30574/wjaets.2025.15.1.0221
Bhuyan, S., Sateesh, V., Mukul, N., Galvankar, A., Mahmood, A., Nauman, M., Rai, A., Bordoloi, K., Basu, U., & Samuel, J. (2025). Generative Artificial Intelligence Use in Healthcare: Opportunities for Clinical Excellence and Administrative Efficiency. Journal of Medical Systems, 49. https://doi.org/10.1007/s10916-024-02136-1
Bohr, A., & Memarzadeh, K. (2020). The rise of artificial intelligence in healthcare applications. Artificial Intelligence in Healthcare, 25 - 60. https://doi.org/10.1016/b978-0-12-818438-7.00002-2
Bulut, C. (2025). Artificial Intelligence and Cost Reduction Strategies for Healthcare Management: Opportunities and Limitations. Acta Infologica. https://doi.org/10.26650/acin.1631851
Carini, C., & Seyhan, A. (2024). Tribulations and future opportunities for artificial intelligence in precision medicine. Journal of Translational Medicine, 22. https://doi.org/10.1186/s12967-024-05067-0
Caruana, A., Bandara, M., Musial, K., Catchpoole, D., & Kennedy, P. J. (2023). Machine Learning for Administrative Health Records: A Systematic Review of Techniques and Applications. Artificial intelligence in medicine, 144, 102642. https://doi.org/10.1016/j.artmed.2023.102642
Chalasani, S., Syed, J., Ramesh, M., & Patil, V. (2023). Artificial intelligence in the field of pharmacy practice: A literature review. Exploratory Research in Clinical and Social Pharmacy, 12. https://doi.org/10.1016/j.rcsop.2023.100346
Chinta, S. V., Wang, Z., Palikhe, A., Zhang, X., Kashif, A., Smith, M., Liu, J., & Zhang, W. (2025). AI-driven healthcare: Fairness in AI healthcare: A survey. PLOS Digital Health, 4. https://doi.org/10.1371/journal.pdig.0000864
Crossnohere, N. L., Elsaid, M. I., Paskett, J., Bose-Brill, S., & Bridges, J. F. P. (2022). Guidelines for Artificial Intelligence in Medicine: Literature Review and Content Analysis of Frameworks. Journal of Medical Internet Research, 24. https://doi.org/10.2196/36823
Das, A., Arora, D., Deswal, G., Grewal, A., & Bansal, S. (2026). Harnessing artificial intelligence in healthcare: Advancing diagnosis, treatment, and patient-centered care. Journal of the National Medical Association. https://doi.org/10.1016/j.jnma.2026.02.007
Diala, O., Njoku, C., Onwe, I., Onyeibor, C. I., & Ekanem, C. E. (2025). Integrating artificial intelligence and data analytics in imaging for early cancer detection: Optimizing workforce efficiency and healthcare resource allocation. International Journal of Scientific Research Updates. https://doi.org/10.53430/ijsru.2025.9.1.0026
Durusoy, O. (2025). Artificial Intelligence’s Expanding Role in Healthcare Administration: A Technological Revolution or a Risky Disruption?. Technium Social Sciences Journal. https://doi.org/10.47577/tssj.v73i1.13044
Eid Al-Shatnawi, F., Sulieman Abu-Shaikha, H., Al-Momani, M. O., & M. Aldaieflih, M. (2025). Artificial Intelligence in Healthcare system: A narrative review. Journal of Neonatal Surgery, 14(4S), 1169–1175. https://doi.org/10.63682/jns.v14i4S.1927
El-Haddad,, M., & Hamam, S. (2024). AI-Driven Clinical Decision Support Systems: An Ongoing Pursuit of Potential. Cureus, 16. https://doi.org/10.7759/cureus.57728
Elechi, U., Orobator, E. T., Udoh, K. E., Ngozi, E., Uzoma, C. A. E., Forson, K., Akanbi, O. O., & Tarawallie, M. A. (2025). Artificial Intelligence in Healthcare: A Narrative Review of Recent Clinical Applications, Implementation Strategies, and Challenges. Journal of Healthcare Leadership, 17, 863 - 876. https://doi.org/10.2147/jhl.s553748
Fahim, Y. A., Hasani, I. W., Kabba, S., & Ragab, W. M. (2025). Artificial intelligence in healthcare and medicine: clinical applications, therapeutic advances, and future perspectives. European Journal of Medical Research, 30. https://doi.org/10.1186/s40001-025-03196-w
Forouzanfar, M. (2024). The Role of AI in Hospitals and Clinics: Transforming Healthcare in the 21st Century. Bioengineering, 11. https://doi.org/10.3390/bioengineering11040337
Fowowe, O.O dan Fowowe, O.C. (2025). Advancing Healthcare Frameworks in the US: Artificial Intelligence Applications Across Operations and Administration. International Journal of Computer Applications Technology and Research. https://doi.org/10.7753/ijcatr1402.1006
Gala, D., Behl, H., Shah, M., & Makaryus, A. (2024). The Role of Artificial Intelligence in Improving Patient Outcomes and Future of Healthcare Delivery in Cardiology: A Narrative Review of the Literature. Healthcare, 12. https://doi.org/10.3390/healthcare12040481
Gates, A., Ali, A., Conard, S., & Dunn, P. (2026). Exploring an AI-First Healthcare System. Bioengineering, 13. https://doi.org/10.3390/bioengineering13010112
Giordano, C., Brennan, M., Mohamed, B., Rashidi, P., Modave, F., & Tighe, P. (2021). Accessing Artificial Intelligence for Clinical Decision-Making. Frontiers in Digital Health, 3. https://doi.org/10.3389/fdgth.2021.645232
Guo, H., Wu, Y., Zhao, R., Yang, X., Peyrodie, L., Nianga, J.-M., & Wang, Z. (2024). Leveraging AI for Strategic Management in Healthcare: Enhancing Operational and Financial Performance. Journal of Intelligence and Knowledge Engineering. https://doi.org/10.62517/jike.202404301
Hammouri, Q. (2025). The transformative integration of artificial intelligence in modern healthcare systems: A comprehensive review. Healthcare Engineering. https://doi.org/10.5267/j.he.2025.3.015
Haque A (2025), "Responsible artificial intelligence (AI) in healthcare: a paradigm shift in leadership and strategic management". Leadersh Health Serv (Bradf Engl), Vol. 38 No. 4 pp. 644–656. https://doi.org/10.1108/LHS-01-2025-0018
Hasanzadeh, F., Josephson, C. B., Waters, G., Adedinsewo, D. A., Azizi, Z., & White, J. A. (2025). Bias recognition and mitigation strategies in artificial intelligence healthcare applications. NPJ Digital Medicine, 8. https://doi.org/10.1038/s41746-025-01503-7
Hassan, R., & Alavoine, C. (2022). Data intelligence and analytics: A bibliometric analysis of human–Artificial intelligence in public sector decision-making effectiveness. Technological Forecasting and Social Change. https://doi.org/10.1016/j.techfore.2021.121201
Hazarika, I. (2020). Artificial intelligence: opportunities and implications for the health workforce. International Health, 12, 241 - 245. https://doi.org/10.1093/inthealth/ihaa007
Jiang, F., Jiang, Y., Zhi, H., Dong, Y., S., Wang, Y., Dong, Q., Shen, H., & Wang, Y. (2017). Artificial intelligence in healthcare: past, present and future. Stroke and Vascular Neurology, 2, 230 - 243. https://doi.org/10.1136/svn-2017-000101
Karrar, H., Nouh, M., Kufyah, M. T., Alshehri, A. M., Zuhair, R. M., Alanazi, A. H., Alahmari, F. A., Alqarni, M. Y. B., Alzahrani, S. J. S., Ghzwani, A. G., Almuqati, A. O., Aldhuwayhi, M. I., & Alharbi, T. O. A. (2025). The Role of Artificial Intelligence in Advancing Hospital Management Information Systems: Review Article. Saudi Journal of Clinical Pharmacy. https://doi.org/10.4103/sjcp.sjcp_42_24
Khatri, S. (2024). The Role of Artificial Intelligence in Healthcare: Applications, Challenges, and Ethical Considerations. International Journal for Research Publication and Seminar, 15(3), 195–202. https://doi.org/10.36676/jrps.v15.i3.1471
Kitsios, F. C., Kamariotou, M., Syngelakis, A., & Talias, M. (2023). Recent Advances of Artificial Intelligence in Healthcare: A Systematic Literature Review. Applied Sciences. https://doi.org/10.3390/app13137479
Kukreti, S., Shrivastava, A., Chandrashekar, R., Rani, K., Badhoutiya, A., & Lakhanpal, S. (2025). AI-Driven Clinical Decision Support Systems: Revolutionizing Healthcare with Predictive Models. International Conference on Computational, Communication and Information Technology (ICCCIT), 560-565. https://doi.org/10.1109/icccit62592.2025.10927929
Kumar, B., Iqbal, M., Parmer, R., Garg, P., Rani, S., & Agrawal, A. (2025). The Role of AI in Optimizing Healthcare Appointment Scheduling. 3rd International Conference on Disruptive Technologies (ICDT), 881-887. https://doi.org/10.1109/icdt63985.2025.10986601
Li, D. M., Parikh, S., & Costa, A. (2025). A critical look into artificial intelligence and healthcare disparities. Frontiers in Artificial Intelligence, 8. https://doi.org/10.3389/frai.2025.1545869
Loftus, T., Tighe, P., Filiberto, A. C., Efron, P., Brakenridge, S., Mohr, A. M., Rashidi, P., Upchurch, G., & Bihorac, A. (2019). Artificial Intelligence and Surgical Decision-Making. JAMA surgery, 155, 148 - 158. https://doi.org/10.1001/jamasurg.2019.4917
Machireddy, J. R. (2024). Machine Learning and Automation in Healthcare Claims Processing. Journal of Artificial Intelligence General science (JAIGS). https://doi.org/10.60087/jaigs.v6i1.335
Manjula, D., Uma, G., Pradeep, T., & Nandhinidevi, R. (2025). Integrating Artificial Intelligence in Healthcare for Improved Decision - Making, Patient Outcomes, and Operational Efficiency. International Journal of Science and Research (IJSR). https://doi.org/10.21275/sr25201114043
Manne, R., & Kantheti, S. (2021). Application of Artificial Intelligence in Healthcare: Chances and Challenges. Current Journal of Applied Science and Technology, 78-89. https://doi.org/10.9734/cjast/2021/v40i631320
McGrow, K. (2025). Artificial intelligence in nursing. Nursing, 55, 16 - 24. https://doi.org/10.1097/nsg.0000000000000165
Mennella, C., Maniscalco, U., & Esposito, M. (2024). Ethical and regulatory challenges of AI technologies in healthcare: A narrative review. Heliyon, 10. https://doi.org/10.1016/j.heliyon.2024.e26297
Mirza, H., Robson, A., Patel, A., Ledesma, M., Rodriguez, A., & Rao, S. (2025). Artificial Intelligence in Clinical Decision Support: A Narrative Review of Opportunities and Concerns. INNOVAPATH. https://doi.org/10.63501/sgexra86
Montalbano, P. (2025). Ethical and Legal Considerations of Medical Artificial Intelligence. Primary care, 52 4, 769-779. https://doi.org/10.1016/j.pop.2025.07.009
Nasir, M., Siddiqui, K., & Ahmed, S. (2025). Ethical-legal implications of AI-powered healthcare in critical perspective. Frontiers in Artificial Intelligence, 8. https://doi.org/10.3389/frai.2025.1619463
Nazer, K., Al-Reedy, A., Al-Shehri, S. Z., Almuhanna, A., Subbarayalu, A., & Al-Muhanna, F. A. (2023). A Review of the Role of Artificial Intelligence in Healthcare. Journal of Personalized Medicine, 13. https://doi.org/10.3390/jpm13060951
Nilsen, P., Sundemo, D., Heintz, F., Neher, M., Nygren, J., Svedberg, P., & Petersson, L. (2024). Towards evidence-based practice 2.0: leveraging artificial intelligence in healthcare. Frontiers in Health Services, 4. https://doi.org/10.3389/frhs.2024.1368030
Nimkar, P., Kanyal, D., & Sabale, S. R. (2024). Increasing Trends of Artificial Intelligence with Robotic Process Automation in Health Care: A Narrative Review. Cureus, 16. https://doi.org/10.7759/cureus.69680
Nishad, G., Yadav, D., Chaurasiya, D., Tripathi, A., Tiwari, H., Tripathi, M. S. N., & Shukla, A. K. (2026). Artificial Intelligence in Healthcare: Advances, Challenges, and Future Directions for Clinical Integration. International Journal of Pharmaceutical and Healthcare Innovation. https://doi.org/10.62752/ijphi.v3i2.235
Oei, S., Bakkes, T., Mischi, M., Bouwman, R. A., & Turco, S. (2025). Artificial intelligence in clinical decision support and the prediction of adverse events. Frontiers in Digital Health, 7. https://doi.org/10.3389/fdgth.2025.1403047
Pantanowitz, L., Hanna, M. G., Pantanowitz, J., Lennerz, J., Henricks, W., Shen, P., Quinn, B., Bennet, S., & Rashidi, H. (2024). Regulatory Aspects of AI-ML. Modern pathology. 37. https://doi.org/10.1016/j.modpat.2024.100609
Petre, A.-G. (2025). Redefining Human Resource Management in the Healthcare Sector Through Artificial Intelligence. Business Excellence and Management. https://doi.org/10.24818/beman/2025.s.i.5-05
Pham, T. D. (2025). Ethical and legal considerations in healthcare AI: innovation and policy for safe and fair use. Royal Society Open Science, 12. https://doi.org/10.1098/rsos.241873
Pinsky, M. R., Bedoya, A., Bihorac, A., Celi, L., Churpek, M., Economou-Zavlanos, N. J., Elbers, P., Saria, S., Liu, V., Lyons, P. G., Shickel, B., Toral, P., Tscholl, D., & Clermont, G. (2024). Use of artificial intelligence in critical care: opportunities and obstacles. Critical Care, 28. https://doi.org/10.1186/s13054-024-04860-z
Prasad, V. K., Gutte, H. P., Ghayal, P. B., Mane, A. Y., & Bhoir, P. (2024). Transforming Healthcare with Artificial Intelligence: A Review of the Current State and Future Directions. International Journal of Innovative Science and Research Technology. https://doi.org/10.38124/ijisrt/ijisrt24nov838
Pratyak, A. S. G. S. (2026). Artificial Intelligence in Clinical Decision-Making: Current Applications, Challenges, and Future Directions in Modern Healthcare. Cureus, 18. https://doi.org/10.7759/cureus.107847
Purohit, A., & Kararwal, Y. (2025). Machine Learning in Healthcare System. Interantional Journal Of Scientific Research in Engineering and Management. https://doi.org/10.55041/ijsrem40687
Rahman, M. H., Uddin, M. K. S., & Hossain, M. D. (2024). Improving Collaborative Interactions Between Humans and Artificial Intelligence to Achieve Optimal Patient Outcomes in the Healthcare Industry. International Journal for Multidisciplinary Research. https://doi.org/10.36948/ijfmr.2024.v06i05.29189
Reddy, S. (2024). Generative AI in healthcare: an implementation science informed translational path on application, integration and governance. Implementation Science, 19. https://doi.org/10.1186/s13012-024-01357-9
Ribeiro, C., Fan, Y.-L., Mullins, C., Williamson, S., Beard, J., Kourtessis, P., & Mporas, I. (2026). Artificial Intelligence in Demand and Capacity Modelling of Healthcare Systems. Journal of biomedical and health informatics. https://doi.org/10.1109/jbhi.2026.3703213
Rosella, L., & Harish, V. (2022). Machine Learning Applied to Routinely Collected Health Administrative Data. Healthcare quarterly, 25 1, 12-16. https://doi.org/10.12927/hcq.2022.26813
Sachdeva, C., & Jain, P. (2025). AI-Driven Innovations in Healthcare Administration: Streamlining Processes for Improved Operational Efficiency. International Journal for Multidisciplinary Research. https://doi.org/10.36948/ijfmr.2025.v07i03.37788
Saeed, M., Jalil, M. S., Dahwal, F. M., Mehedy, M., Snigdha, E. Z., Mamun, A. A., & Khan, M. N. (2025). The Impact of AI on Healthcare Workforce Management: Business Strategies for Talent Optimization and IT Integration. The American Journal of Medical Sciences and Pharmaceutical Research. https://doi.org/10.37547/tajmspr/volume07issue03-15
Sahin, I., & Zengul, F. (2026). Artificial Intelligence as a Managerial Decision Support Infrastructure in Hospitals: A Governance Framework. Lokman Hekim Health Sciences. https://doi.org/10.14744/lhhs.2026.10041
Sánchez Suárez, Y., Alawi, A. M., & Ricardo, S. E. L. (2023). Hospital processes optimization based on artificial intelligence. LatIA. https://doi.org/10.62486/latia202319
Saraboji, K., Gopalakrishnan, K., Sood, D., Kaur, A., Shivaram, S., Helgeson, S. A., Arunachalam, S., & Mitra, D. (2026). Operationalizing WHO Ethical Principles for Healthcare AI: A Lifecycle-Aligned Governance-by-Design Framework. AI in Medicine. https://doi.org/10.3390/aimed1020016
Sciarretta, E., Mancini, R., & Greco, E. (2022). Artificial Intelligence for Healthcare and Social Services: Optimizing Resources and Promoting Sustainability. Sustainability. https://doi.org/10.3390/su142416464
Shang, Z., Chauhan, V., Devi, K., & Patil, S. (2024). Artificial Intelligence, the Digital Surgeon: Unravelling Its Emerging Footprint in Healthcare – The Narrative Review. Journal of Multidisciplinary Healthcare, 17, 4011 - 4022. https://doi.org/10.2147/jmdh.s482757
Sharma, V. (2021). AI and RPA in Healthcare: Transforming Administrative Operations for Better Outcomes. International Journal for Multidisciplinary Research. https://doi.org/10.36948/ijfmr.2021.v03i02.36362
Shickel, B., Tighe, P., Bihorac, A., & Rashidi, P. (2017). Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis. Journal of biomedical and health informatics, 22, 1589 - 1604. https://doi.org/10.1109/jbhi.2017.2767063
Singh, A., Jamuna, K., & Behera, T. (2022). The Role of Artificial Intelligence in Transforming Healthcare Management and Patient Care. Health Leadership and Quality of Life. https://doi.org/10.56294/hl2022117
Somvanshi, V. M., Kolate, A. S., & Patil, J. N. (2026). A Data Driven Framework for Hospital Management Using Machine Learning and IoT Integration. International Journal of Emerging Trends in Computer Science and Information Technology. https://doi.org/10.63282/3050-9246.ijetcsit-v7i1p119
Sone, P. E. (2025). Artificial Intelligence and Patient-Centered Innovation in Modern Healthcare Administration. BioMedPha. https://doi.org/10.63084/biomedpha.v2i1.90
Suryawanshi, V., Kanyal, D., Sabale, S. R., & Bhoyar, V. (2024). The role of AI in enhancing hospital operational efficiency and patient care. Multidisciplinary Reviews. https://doi.org/10.31893/multirev.2025153
Taliento, M. (2023). AI in Healthcare Management and Accounting: Novelties and Trends from a Literature Review and Illustrative Cases. Communications of International Proceedings. https://doi.org/10.5171/2023.4252023
Veernapu, K. (2023). The Implementation of AI in Clinical Decision Support System: Effects on Patient Outcomes and Operational Costs. International Journal for Multidisciplinary Research. https://doi.org/10.36948/ijfmr.2023.v05i05.37225
Wei, Q., Pan, S. S., Liu, X., Hong, M., Nong, C., & Zhang, W. (2025). The integration of AI in nursing: addressing current applications, challenges, and future directions. Frontiers in Medicine, 12. https://doi.org/10.3389/fmed.2025.1545420
Worku, A., Arage, F. G., & Kebede, F. B. (2025). Introduction to health care data analytics- an overview. Discover Health Systems, 4. https://doi.org/10.1007/s44250-025-00291-x
Yogeshappa, V. G. (2024). AI - Driven Innovations in Patient Safety: A Comprehensive Review of Quality Care. International Journal of Science and Research (IJSR). https://doi.org/10.21275/sr24911114910
Youn, S., Geismar, H. N., & Pinedo, M. (2022). Planning and scheduling in healthcare for better care coordination: Current understanding, trending topics, and future opportunities. Production and Operations Management, 31, 4407 - 4423. https://doi.org/10.1111/poms.13867
Yu, P., Xu, H., Hu, X., & Deng, C. (2023). Leveraging Generative AI and Large Language Models: A Comprehensive Roadmap for Healthcare Integration. Healthcare, 11. https://doi.org/10.3390/healthcare11202776

