Socio-Technical Determinants of Electronic Medical Record Implementation Among Nurses: A Mixed-Methods Study in a Regional Indonesian Hospital

Authors

  • Hani Purwo Ariyanto Universitas Muhammadiyah Surakarta
  • Yusuf Alam Romadhon Universitas Muhammadiyah Surakarta
  • Dr. Aflit Nuryulia Praswati, S.Sos., SE., MM, CMA Universitas Muhammadiyah Surakarta

DOI:

https://doi.org/10.51143/jksi.v11i1.1098

Keywords:

Electronic Medical Record, Hospital Service Quality, Infrastructure, Training, Interoperability and Privacy

Abstract

Electronic Medical Records (EMR) aim to improve healthcare quality, but successful implementation relies on infrastructure, training, interoperability, and data privacy. This sequential explanatory mixed-methods study examines these factors' impact on hospital service quality at a regional Indonesian hospital. Quantitative data from 227 nurses, analyzed via multiple linear regression, were contextualized through qualitative stakeholder interviews. The results show all four factors significantly improve EMR service quality (R = 0.793), with infrastructure being the most dominant. However, qualitative findings highlight ongoing challenges: uneven infrastructure, limited continuous training, and inconsistent integration and security practices. Ultimately, maximizing EMR benefits requires a sustainable socio-technical approach integrating technological readiness, human capacity, and robust data governance.

References

Aisyah, D. N., Utami, A., Rahman, F. M., Adriani, N. H., Fitransyah, F., Endryantoro, M. T. A., Hutapea, P. Y., Tandy, G., Manikam, L., & Kozlakidis, Z. (2025). Using an Electronic Immunization Registry (Aplikasi Sehat IndonesiaKu) in Indonesia: Cross-Sectional Study. Interactive Journal of Medical Research, 14, e53849. https://doi.org/10.2196/53849

Al-Assaf, K., Bahroun, Z., & Ahmed, V. (2024). Transforming Service Quality in Healthcare: A Comprehensive Review of Healthcare 4.0 and Its Impact on Healthcare Service Quality. Informatics, 11(4). https://doi.org/10.3390/informatics11040096

Almanasreh, E., Moles, R., & Chen, T. F. (2019). Evaluation of methods used for estimating content validity. Research in Social and Administrative Pharmacy, 15(2), 214–221. https://doi.org/10.1016/j.sapharm.2018.03.066

Amin, M., Setyonugroho, W., & Hidayah, N. (2021). Implementasi Rekam Medik Elektronik: Sebuah Studi Kualitatif. JATISI (Jurnal Teknik Informatika Dan Sistem Informasi), 8(1), 430–442.

Andini, W., Fitriani, D., & Purba, L. K. N. (2023). Paradigma Penelitian Kuantitatif Dalam Jurnal Ilmiah Metodologi Penelitian Kuantitatif. Tarbiyah: Jurnal Ilmu Pendidikan Dan Pengajaran, 1(1), 6–12. https://doi.org/https://jurnal.diklinko.id/index.php/tarbiyah

Ariyanto, H. P., Romadhon, Y. A., & Praswati, A. N. (2025). Challenges in Using Electronic Medical Records to Improve Hospital Service Quality?: A Systematic Literature Review. JURNAL KEPERAWATAN SUAKA INSAN (JKSI), 10(2), 319–331.

Ati, N. L. P. A. P., Basabih, M., Najah, M., & S, M. A. (2024). Digital Transformation: Challenges And Implementation Electronic Medical Record System In Indonesia. Jurnal Publikasi Kesehatan Masyarakat Indonesia, 11(1). https://doi.org/10.20527/jpkmi.v11i1.18709

Ayaad, O., Alloubani, A., ALhajaa, E. A., Farhan, M., Abuseif, S., Al Hroub, A., & Akhu-Zaheya, L. (2019). The role of electronic medical records in improving the quality of health care services: Comparative study. International Journal of Medical Informatics, 127(January), 63–67. https://doi.org/10.1016/j.ijmedinf.2019.04.014

Bekele, T. A., Gezie, L. D., Willems, H., Metzger, J., Abere, B., Seyoum, B., Abraham, L., Wendrad, N., Meressa, S., Desta, B., & Bogale, T. N. (2024). Barriers and facilitators of the electronic medical record adoption among healthcare providers in Addis Ababa, Ethiopia. Digital Health, 10. https://doi.org/10.1177/20552076241301946

Bisrat, A., Minda, D., Assamnew, B., Abebe, B., & Abegaz, T. (2021). Implementation challenges and perception of care providers on Electronic Medical Records at St. Paul’s and Ayder Hospitals, Ethiopia. BMC Medical Informatics and Decision Making, 21(1), 1–12. https://doi.org/10.1186/s12911-021-01670-z

Budiyanti, R. T., Herlambang, P. M., Fuad, A., & Kusumastuti, W. (2023). Integration of Electronic Medical Record and SATUSEHAT’s Platform?: Patient’s Legal Protection Perspective. International Journal of Health Literacy and Science, 1(2), 1–8. https://doi.org/10.60074/ihelis.v1i2.18

Christodoulou, M. (2025). Grounded theory as a framework for explanatory sequential mixed-method design, an example from educational research. Quality and Quantity, 0123456789. https://doi.org/10.1007/s11135-025-02214-7

Creswell, J. W. (2017). Research design: Qualitative, quantitative, and mixed methods approaches. Sage publications.

Enaizan, O., Zaidan, A. A., Alwi, N. H. M., Zaidan, B. B., Alsalem, M. A., Albahri, O. S., & Albahri, A. S. (2020). Electronic medical record systems: decision support examination framework for individual, security and privacy concerns using multi-perspective analysis. Health and Technology, 10(3), 795–822. https://doi.org/10.1007/s12553-018-0278-7

Faida, E. W., Wiliyanarti, P. F., & ... (2023). Readiness Analysis of Electronic Medical Record System (RME): A Case Study of Secondary Hospitals in Surabaya. Health and Technology …, 01(05), 461–473. https://journalkhd.com/ojs/index.php/htechj/article/view/92%0Ahttps://journalkhd.com/ojs/index.php/htechj/article/view/92/75

Fatima, I., Humayun, A., Iqbal, U., & Shafiq, M. (2019). Dimensions of service quality in healthcare: a systematic review of literature. International Journal for Quality in Health Care, 31(1), 11–29. https://doi.org/10.1093/intqhc/mzy125

Feryansyah, A., Suprapto, S. I., & Wardani, R. (2025). Analysis of the Implementation of Electronic Medical Records in Community Health Centers. Indonesian Journal of Global Health Research, 7(2), 919–930. https://doi.org/10.37287/ijghr.v7i2.5695

Fiaz, M., Ikram, A., & Ilyas, A. (2018). Enterprise resource planning systems: Digitization of healthcare service quality. Administrative Sciences, 8(3). https://doi.org/10.3390/admsci8030038

Firdaus, M. (2019). Improving Patient Safety and Hospital Service Quality Through Electronic Medical Record: A Systematic Review. Jurnal ARSI?: Administrasi Rumah Sakit Indonesia, 6(1). https://doi.org/10.7454/arsi.v6i1.2880

Gatiti, P., Ndirangu, E., Mwangi, J., Mwanzu, A., & Ramadhani, T. (2021). Enhancing Healthcare Quality in Hospitals through Electronic Health Records: A Systematic Review. Journal of Health Informatics in Developing Countries, 15(2), 1–25. https://www.jhidc.org/index.php/jhidc/article/view/330

Gunawan, C. (2018). Mahir menguasai SPSS (mudah mengolah data dengan IBM SPSS Statistic 25). Deepublish.

Halimuzzaman, M., Sharma, J., Hossain, M. I., Akand, F., Islam, M. N., Ikram, M. M., & Khan, N. N. (2024). Healthcare Service Quality Digitization with Enterprise Resource Planning. Journal of Angiotherapy, 8(5). https://doi.org/10.25163/angiotherapy.859716

Harahap, N. C., Handayani, P. W., & Hidayanto, A. N. (2022). Barriers and facilitators of personal health record adoption in Indonesia: Health facilities’ perspectives. International Journal of Medical Informatics, 162(March), 104750. https://doi.org/10.1016/j.ijmedinf.2022.104750

Hidayat, A. A. (2021). Menyusun instrumen penelitian & uji validitas-reliabilitas. Health Books Publishing.

Hossain, M. K., Sutanto, J., Handayani, P. W., Haryanto, A. A., Bhowmik, J., & Frings-Hessami, V. (2025). An exploratory study of electronic medical record implementation and recordkeeping culture: the case of hospitals in Indonesia. BMC Health Services Research, 25(1). https://doi.org/10.1186/s12913-025-12399-0

Hossan, D., Dato’ Mansor, Z., & Jaharuddin, N. S. (2023). Research Population and Sampling in Quantitative Study. International Journal of Business and Technopreneurship (IJBT), 13(3), 209–222. https://doi.org/10.58915/ijbt.v13i3.263

Huang, C., Koppel, R., McGreevey, J. D., Craven, C. K., & Schreiber, R. (2020). Transitions from One Electronic Health Record to Another: Challenges, Pitfalls, and Recommendations. Applied Clinical Informatics, 11(5), 742–754. https://doi.org/10.1055/s-0040-1718535

Ikawati, F. R., & Haris, M. S. (2024). Challenges in Implementing Digital Medical Records in Indonesian Hospitals: Perspectives on Technology, Regulation, and Data Security. Proceeding of The International Conference of Inovation, Science, Technology, Education, Children, and Health, 4(2), 01–25. https://doi.org/10.62951/icistech.v4i2.70

Jiwani, A. (2024). Implementation of Hot-Fit Framework to Evaluate Electronic Medical Record System at Beriman Hospital, Balikpapan City. Pakistan Journal of Life and Social Sciences (PJLSS), 22(2), 14700. https://doi.org/10.57239/PJLSS-2024-22.2.001057

Ketikidis, P., Dimitrovski, T., Lazuras, L., & Bath, P. A. (2012). Acceptance of health information technology in health professionals: An application of the revised technology acceptance model. Health Informatics Journal, 18(2), 124–134. https://doi.org/10.1177/1460458211435425

Kusumastuti, A., Khoiron, A. M., & Achmad, T. A. (2021). Metode penelitian kuantitatif. Deepublish.

Lazuardi, L., Sanjaya, G. Y., Ali, P. B., Siahaan, R. G. M., Achmad, L., & Wulandari, H. (2021). Interoperability of Health Digitalization: Case Study on Use of Information Technology for Maternal and Child Health Services in Indonesia. Business Information Systems, 1(July), 317–327. https://doi.org/10.52825/bis.v1i.53

Lochmiller, C. R. (2021). Conducting thematic analysis with qualitative data. Qualitative Report, 26(6), 2029–2044. https://doi.org/10.46743/2160-3715/2021.5008

Madhavan, S., Bastarache, L., Brown, J. S., Butte, A. J., Dorr, D. A., Embi, P. J., Friedman, C. P., Johnson, K. B., Moore, J. H., Kohane, I. S., Payne, P. R. O., Tenenbaum, J. D., Weiner, M. G., Wilcox, A. B., & Ohno-Machado, L. (2021). Use of electronic health records to support a public health response to the COVID-19 pandemic in the United States: A perspective from 15 academic medical centers. Journal of the American Medical Informatics Association, 28(2), 393–401. https://doi.org/10.1093/jamia/ocaa287

Meylani, S., Rohmadi, R., & Hastuti, N. M. (2024). Tinjauan Kesiapan Implementasi Rme Berdasarkan Aspek 5M Di Unit Rawat Inap Rsud Kartini Karanganyar. Jurnal Informasi Kesehatan Indonesia, 10(2), 103–112.

Miles, M. B., Huberman, A. M., & Saldana, J. (2014). Qualitative Data Analysis?: A Methods Sourcebook (H. Salmon (ed.); 3rd ed.). Sage Publication, Inc.

Mohamad, M. M., Sulaiman, N. L., Sern, L. C., & Salleh, K. M. (2015). Measuring the Validity and Reliability of Research Instruments. Procedia - Social and Behavioral Sciences, 204(November 2014), 164–171. https://doi.org/10.1016/j.sbspro.2015.08.129

Nofitriyani, Seha, H. N., & Yulida, R. (2025). Sharing Medical Record?: Optimalisasi Pemahaman Mahasiswa dan PMIK Terkait Alih Media Rekam Medis Manual ke Elektronik. Jurnal Pengabdian Masyarakat (JUDIMAS), 3(3), 31–37. https://doi.org/10.54832/judimas.v3i2.521

Prasetyo, B., Handayani, I. G. A. K. H., & Sulistiyono, A. (2025). Data Protection Laws in Indonesia-Navigating Privacy in the Digital Age. SIDE: Scientifict Development Journal, 2(1), 9–16. https://ojs.arbain.co.id/index.php/side/article/view/115/96

Pratiwi, R. D., Subronto, Y. W., Priyanta, S., & Alisjahbana, B. (2025). Towards Seamless Health Data Integration: Examining TB Information System Readiness in Indonesian Hospitals. Journal of System and Management Sciences, 15(3), 135–158. https://doi.org/10.33168/JSMS.2025.0308

Rahman, A., Santoso, M. B., & Wijaya, M. C. (2025). Safeguarding Privacy in an Interconnected World: Indonesia’s Personal Data Protection Law. International Journal of Social Sciences, Language and Linguistics, 5(03), 14–18.

Rajagopal, S., Balakrishnan, V., & Chiam, Y. K. (2024). The direct effect of institutional factors on healthcare information systems (HIS) organisational interoperability in Malaysian public hospitals. Health Informatics Journal, 30(4). https://doi.org/10.1177/14604582241294218

Septina, A., Pujihastuti, A., Brigjen, J., Barat, K., Indah, G. P., & Tasikmadu, K. (2025). Tinjauan Pelaksanaan Rekam Medis Hybrid Di Rumah Sakit Umum Indo Sehat Karanganyar. Indonesian Journal of Health Information Management (IJHIM), 5(2), 1–6.

Shrivastava, U., Song, J., Han, B. T., & Dietzman, D. (2021). Do data security measures, privacy regulations, and communication standards impact the interoperability of patient health information? A cross-country investigation. International Journal of Medical Informatics, 148(October 2020), 104401. https://doi.org/10.1016/j.ijmedinf.2021.104401

Siagian, F. C., Paramarta, V., Halim, A., Kosasih, K., & Yuliaty, F. (2025). Analisis Pengaruh Penyelenggaraan Rekam Medik Elektronik Dan Kualitas Sumber Daya Manusia Terhadap Kinerja Pelayanan Kesehatan Di Rsud Sele Be Solu Kota Sorong Papua Barat Daya. Jurnal Manajemen Terapan Dan Keuangan (Mankeu), 14(03), 1521–1531.

Sugiarto, P., Tri Purnami, C., & Patria Jati, S. (2024). Supporting and Inhibiting Factors in Implementing Electronic Medical Records (EMR) Policy in Indonesia. BIO Web of Conferences, 133. https://doi.org/10.1051/bioconf/202413300038

Suryani, A. I., & Apriyani, P. (2025). Factors Inhibiting the Implementation of Electronic Medical Records in the Inpatient Department of Hospital X in Bandung. Ranah Research?: Journal of Multidisciplinary Research and Development, 7(3), 2246–2252. https://doi.org/10.38035/rrj.v7i3.1470

Swarjana, I. K. (2022). Populasi-Sampel, Teknik Sampling & Bias Dalam Penelitian (E. Risanto (ed.); I). CV ANDI OFFSET.

Tilahun, B., & Fritz, F. (2015). Modeling antecedents of electronic medical record system implementation success in low-resource setting hospitals Healthcare Information Systems. BMC Medical Informatics and Decision Making, 15(1), 1–9. https://doi.org/10.1186/s12911-015-0192-0

Torab-Miandoab, A., Samad-Soltani, T., Jodati, A., & Rezaei-Hachesu, P. (2023). Interoperability of heterogeneous health information systems: a systematic literature review. BMC Medical Informatics and Decision Making, 23(1), 1–13. https://doi.org/10.1186/s12911-023-02115-5

Toyon, M. A. S. (2021). Explanatory sequential design of mixed methods research: Phases and challenges. International Journal of Research in Business and Social Science (2147- 4478), 10(5), 253–260. https://doi.org/10.20525/ijrbs.v10i5.1262

Wijayakusuma, L. A., & Rinawati, R. (2025). Optimization of Management Information System for Improving Hospital Performance. Jurnal Sosial Dan Sains, 5(7), 1994–2001. https://doi.org/10.59188/jurnalsosains.v5i7.32319

Wulandari, M., Novriyanti, T., Purwadhi, P., & Widjaja, Y. R. (2025). Implementasi Strategi Transformasi Digital dalam Meningkatkan Kualitas Pelayanan di Rumah Sakit: Studi Kualitatif. Innovative: Journal Of Social Science Research, 5(1), 1415–1427. https://j-innovative.org/index.php/Innovative/article/view/17847

Yadegari, F., & Asosheh, A. (2025). A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS). Journal of Big Data, 12(1), 149. https://doi.org/10.1186/s40537-025-01197-4

Yanti, S. D., Oktafiani, V., Gazali, M., Kuraedah, S., & Asriani, A. (2023). Review of Readiness to Implement Electronic Medical Records in Indonesian Hospitals: Literature Study. International Journal of Science Technology and Health, 1(1), 13–18. https://doi.org/10.63441/ijsth.v1i1.5

Ye, L., Yang, S., Jiang, B., Liu, C., Jin, X., & Chang, P. (2024). Developing a quality indicator system for evaluating internet plus home care nursing services based on the SERVQUAL model?: a Delphi-analytic hierarchy process study. PeerJ, 12, 1–18. https://doi.org/10.7717/peerj.18281

Zhang, X., & Saltman, R. (2022). Impact of Electronic Health Record Interoperability on Telehealth Service Outcomes. JMIR Medical Informatics, 10(1), 1–9. https://doi.org/10.2196/31837

Zuhdi, N. A., & Darmawan, A. S. (2024). Tantangan dalam Implementasi Rekam Medis Elektronik Terkait Kualitas Pelayanandi Rumah Sakit: A Scoping Review. INNOVATIVE: Journal Of Social Science Research, 4(3), 11389–11399. https://j-innovative.org/index.php/Innovative/article/view/11692

Downloads

Published

2026-07-04

How to Cite

Ariyanto, H. P., Romadhon, Y. A., & Praswati, A. N. (2026). Socio-Technical Determinants of Electronic Medical Record Implementation Among Nurses: A Mixed-Methods Study in a Regional Indonesian Hospital. JURNAL KEPERAWATAN SUAKA INSAN (JKSI), 11(1), 77–92. https://doi.org/10.51143/jksi.v11i1.1098

References

Aisyah, D. N., Utami, A., Rahman, F. M., Adriani, N. H., Fitransyah, F., Endryantoro, M. T. A., Hutapea, P. Y., Tandy, G., Manikam, L., & Kozlakidis, Z. (2025). Using an Electronic Immunization Registry (Aplikasi Sehat IndonesiaKu) in Indonesia: Cross-Sectional Study. Interactive Journal of Medical Research, 14, e53849. https://doi.org/10.2196/53849

Al-Assaf, K., Bahroun, Z., & Ahmed, V. (2024). Transforming Service Quality in Healthcare: A Comprehensive Review of Healthcare 4.0 and Its Impact on Healthcare Service Quality. Informatics, 11(4). https://doi.org/10.3390/informatics11040096

Almanasreh, E., Moles, R., & Chen, T. F. (2019). Evaluation of methods used for estimating content validity. Research in Social and Administrative Pharmacy, 15(2), 214–221. https://doi.org/10.1016/j.sapharm.2018.03.066

Amin, M., Setyonugroho, W., & Hidayah, N. (2021). Implementasi Rekam Medik Elektronik: Sebuah Studi Kualitatif. JATISI (Jurnal Teknik Informatika Dan Sistem Informasi), 8(1), 430–442.

Andini, W., Fitriani, D., & Purba, L. K. N. (2023). Paradigma Penelitian Kuantitatif Dalam Jurnal Ilmiah Metodologi Penelitian Kuantitatif. Tarbiyah: Jurnal Ilmu Pendidikan Dan Pengajaran, 1(1), 6–12. https://doi.org/https://jurnal.diklinko.id/index.php/tarbiyah

Ariyanto, H. P., Romadhon, Y. A., & Praswati, A. N. (2025). Challenges in Using Electronic Medical Records to Improve Hospital Service Quality?: A Systematic Literature Review. JURNAL KEPERAWATAN SUAKA INSAN (JKSI), 10(2), 319–331.

Ati, N. L. P. A. P., Basabih, M., Najah, M., & S, M. A. (2024). Digital Transformation: Challenges And Implementation Electronic Medical Record System In Indonesia. Jurnal Publikasi Kesehatan Masyarakat Indonesia, 11(1). https://doi.org/10.20527/jpkmi.v11i1.18709

Ayaad, O., Alloubani, A., ALhajaa, E. A., Farhan, M., Abuseif, S., Al Hroub, A., & Akhu-Zaheya, L. (2019). The role of electronic medical records in improving the quality of health care services: Comparative study. International Journal of Medical Informatics, 127(January), 63–67. https://doi.org/10.1016/j.ijmedinf.2019.04.014

Bekele, T. A., Gezie, L. D., Willems, H., Metzger, J., Abere, B., Seyoum, B., Abraham, L., Wendrad, N., Meressa, S., Desta, B., & Bogale, T. N. (2024). Barriers and facilitators of the electronic medical record adoption among healthcare providers in Addis Ababa, Ethiopia. Digital Health, 10. https://doi.org/10.1177/20552076241301946

Bisrat, A., Minda, D., Assamnew, B., Abebe, B., & Abegaz, T. (2021). Implementation challenges and perception of care providers on Electronic Medical Records at St. Paul’s and Ayder Hospitals, Ethiopia. BMC Medical Informatics and Decision Making, 21(1), 1–12. https://doi.org/10.1186/s12911-021-01670-z

Budiyanti, R. T., Herlambang, P. M., Fuad, A., & Kusumastuti, W. (2023). Integration of Electronic Medical Record and SATUSEHAT’s Platform?: Patient’s Legal Protection Perspective. International Journal of Health Literacy and Science, 1(2), 1–8. https://doi.org/10.60074/ihelis.v1i2.18

Christodoulou, M. (2025). Grounded theory as a framework for explanatory sequential mixed-method design, an example from educational research. Quality and Quantity, 0123456789. https://doi.org/10.1007/s11135-025-02214-7

Creswell, J. W. (2017). Research design: Qualitative, quantitative, and mixed methods approaches. Sage publications.

Enaizan, O., Zaidan, A. A., Alwi, N. H. M., Zaidan, B. B., Alsalem, M. A., Albahri, O. S., & Albahri, A. S. (2020). Electronic medical record systems: decision support examination framework for individual, security and privacy concerns using multi-perspective analysis. Health and Technology, 10(3), 795–822. https://doi.org/10.1007/s12553-018-0278-7

Faida, E. W., Wiliyanarti, P. F., & ... (2023). Readiness Analysis of Electronic Medical Record System (RME): A Case Study of Secondary Hospitals in Surabaya. Health and Technology …, 01(05), 461–473. https://journalkhd.com/ojs/index.php/htechj/article/view/92%0Ahttps://journalkhd.com/ojs/index.php/htechj/article/view/92/75

Fatima, I., Humayun, A., Iqbal, U., & Shafiq, M. (2019). Dimensions of service quality in healthcare: a systematic review of literature. International Journal for Quality in Health Care, 31(1), 11–29. https://doi.org/10.1093/intqhc/mzy125

Feryansyah, A., Suprapto, S. I., & Wardani, R. (2025). Analysis of the Implementation of Electronic Medical Records in Community Health Centers. Indonesian Journal of Global Health Research, 7(2), 919–930. https://doi.org/10.37287/ijghr.v7i2.5695

Fiaz, M., Ikram, A., & Ilyas, A. (2018). Enterprise resource planning systems: Digitization of healthcare service quality. Administrative Sciences, 8(3). https://doi.org/10.3390/admsci8030038

Firdaus, M. (2019). Improving Patient Safety and Hospital Service Quality Through Electronic Medical Record: A Systematic Review. Jurnal ARSI?: Administrasi Rumah Sakit Indonesia, 6(1). https://doi.org/10.7454/arsi.v6i1.2880

Gatiti, P., Ndirangu, E., Mwangi, J., Mwanzu, A., & Ramadhani, T. (2021). Enhancing Healthcare Quality in Hospitals through Electronic Health Records: A Systematic Review. Journal of Health Informatics in Developing Countries, 15(2), 1–25. https://www.jhidc.org/index.php/jhidc/article/view/330

Gunawan, C. (2018). Mahir menguasai SPSS (mudah mengolah data dengan IBM SPSS Statistic 25). Deepublish.

Halimuzzaman, M., Sharma, J., Hossain, M. I., Akand, F., Islam, M. N., Ikram, M. M., & Khan, N. N. (2024). Healthcare Service Quality Digitization with Enterprise Resource Planning. Journal of Angiotherapy, 8(5). https://doi.org/10.25163/angiotherapy.859716

Harahap, N. C., Handayani, P. W., & Hidayanto, A. N. (2022). Barriers and facilitators of personal health record adoption in Indonesia: Health facilities’ perspectives. International Journal of Medical Informatics, 162(March), 104750. https://doi.org/10.1016/j.ijmedinf.2022.104750

Hidayat, A. A. (2021). Menyusun instrumen penelitian & uji validitas-reliabilitas. Health Books Publishing.

Hossain, M. K., Sutanto, J., Handayani, P. W., Haryanto, A. A., Bhowmik, J., & Frings-Hessami, V. (2025). An exploratory study of electronic medical record implementation and recordkeeping culture: the case of hospitals in Indonesia. BMC Health Services Research, 25(1). https://doi.org/10.1186/s12913-025-12399-0

Hossan, D., Dato’ Mansor, Z., & Jaharuddin, N. S. (2023). Research Population and Sampling in Quantitative Study. International Journal of Business and Technopreneurship (IJBT), 13(3), 209–222. https://doi.org/10.58915/ijbt.v13i3.263

Huang, C., Koppel, R., McGreevey, J. D., Craven, C. K., & Schreiber, R. (2020). Transitions from One Electronic Health Record to Another: Challenges, Pitfalls, and Recommendations. Applied Clinical Informatics, 11(5), 742–754. https://doi.org/10.1055/s-0040-1718535

Ikawati, F. R., & Haris, M. S. (2024). Challenges in Implementing Digital Medical Records in Indonesian Hospitals: Perspectives on Technology, Regulation, and Data Security. Proceeding of The International Conference of Inovation, Science, Technology, Education, Children, and Health, 4(2), 01–25. https://doi.org/10.62951/icistech.v4i2.70

Jiwani, A. (2024). Implementation of Hot-Fit Framework to Evaluate Electronic Medical Record System at Beriman Hospital, Balikpapan City. Pakistan Journal of Life and Social Sciences (PJLSS), 22(2), 14700. https://doi.org/10.57239/PJLSS-2024-22.2.001057

Ketikidis, P., Dimitrovski, T., Lazuras, L., & Bath, P. A. (2012). Acceptance of health information technology in health professionals: An application of the revised technology acceptance model. Health Informatics Journal, 18(2), 124–134. https://doi.org/10.1177/1460458211435425

Kusumastuti, A., Khoiron, A. M., & Achmad, T. A. (2021). Metode penelitian kuantitatif. Deepublish.

Lazuardi, L., Sanjaya, G. Y., Ali, P. B., Siahaan, R. G. M., Achmad, L., & Wulandari, H. (2021). Interoperability of Health Digitalization: Case Study on Use of Information Technology for Maternal and Child Health Services in Indonesia. Business Information Systems, 1(July), 317–327. https://doi.org/10.52825/bis.v1i.53

Lochmiller, C. R. (2021). Conducting thematic analysis with qualitative data. Qualitative Report, 26(6), 2029–2044. https://doi.org/10.46743/2160-3715/2021.5008

Madhavan, S., Bastarache, L., Brown, J. S., Butte, A. J., Dorr, D. A., Embi, P. J., Friedman, C. P., Johnson, K. B., Moore, J. H., Kohane, I. S., Payne, P. R. O., Tenenbaum, J. D., Weiner, M. G., Wilcox, A. B., & Ohno-Machado, L. (2021). Use of electronic health records to support a public health response to the COVID-19 pandemic in the United States: A perspective from 15 academic medical centers. Journal of the American Medical Informatics Association, 28(2), 393–401. https://doi.org/10.1093/jamia/ocaa287

Meylani, S., Rohmadi, R., & Hastuti, N. M. (2024). Tinjauan Kesiapan Implementasi Rme Berdasarkan Aspek 5M Di Unit Rawat Inap Rsud Kartini Karanganyar. Jurnal Informasi Kesehatan Indonesia, 10(2), 103–112.

Miles, M. B., Huberman, A. M., & Saldana, J. (2014). Qualitative Data Analysis?: A Methods Sourcebook (H. Salmon (ed.); 3rd ed.). Sage Publication, Inc.

Mohamad, M. M., Sulaiman, N. L., Sern, L. C., & Salleh, K. M. (2015). Measuring the Validity and Reliability of Research Instruments. Procedia - Social and Behavioral Sciences, 204(November 2014), 164–171. https://doi.org/10.1016/j.sbspro.2015.08.129

Nofitriyani, Seha, H. N., & Yulida, R. (2025). Sharing Medical Record?: Optimalisasi Pemahaman Mahasiswa dan PMIK Terkait Alih Media Rekam Medis Manual ke Elektronik. Jurnal Pengabdian Masyarakat (JUDIMAS), 3(3), 31–37. https://doi.org/10.54832/judimas.v3i2.521

Prasetyo, B., Handayani, I. G. A. K. H., & Sulistiyono, A. (2025). Data Protection Laws in Indonesia-Navigating Privacy in the Digital Age. SIDE: Scientifict Development Journal, 2(1), 9–16. https://ojs.arbain.co.id/index.php/side/article/view/115/96

Pratiwi, R. D., Subronto, Y. W., Priyanta, S., & Alisjahbana, B. (2025). Towards Seamless Health Data Integration: Examining TB Information System Readiness in Indonesian Hospitals. Journal of System and Management Sciences, 15(3), 135–158. https://doi.org/10.33168/JSMS.2025.0308

Rahman, A., Santoso, M. B., & Wijaya, M. C. (2025). Safeguarding Privacy in an Interconnected World: Indonesia’s Personal Data Protection Law. International Journal of Social Sciences, Language and Linguistics, 5(03), 14–18.

Rajagopal, S., Balakrishnan, V., & Chiam, Y. K. (2024). The direct effect of institutional factors on healthcare information systems (HIS) organisational interoperability in Malaysian public hospitals. Health Informatics Journal, 30(4). https://doi.org/10.1177/14604582241294218

Septina, A., Pujihastuti, A., Brigjen, J., Barat, K., Indah, G. P., & Tasikmadu, K. (2025). Tinjauan Pelaksanaan Rekam Medis Hybrid Di Rumah Sakit Umum Indo Sehat Karanganyar. Indonesian Journal of Health Information Management (IJHIM), 5(2), 1–6.

Shrivastava, U., Song, J., Han, B. T., & Dietzman, D. (2021). Do data security measures, privacy regulations, and communication standards impact the interoperability of patient health information? A cross-country investigation. International Journal of Medical Informatics, 148(October 2020), 104401. https://doi.org/10.1016/j.ijmedinf.2021.104401

Siagian, F. C., Paramarta, V., Halim, A., Kosasih, K., & Yuliaty, F. (2025). Analisis Pengaruh Penyelenggaraan Rekam Medik Elektronik Dan Kualitas Sumber Daya Manusia Terhadap Kinerja Pelayanan Kesehatan Di Rsud Sele Be Solu Kota Sorong Papua Barat Daya. Jurnal Manajemen Terapan Dan Keuangan (Mankeu), 14(03), 1521–1531.

Sugiarto, P., Tri Purnami, C., & Patria Jati, S. (2024). Supporting and Inhibiting Factors in Implementing Electronic Medical Records (EMR) Policy in Indonesia. BIO Web of Conferences, 133. https://doi.org/10.1051/bioconf/202413300038

Suryani, A. I., & Apriyani, P. (2025). Factors Inhibiting the Implementation of Electronic Medical Records in the Inpatient Department of Hospital X in Bandung. Ranah Research?: Journal of Multidisciplinary Research and Development, 7(3), 2246–2252. https://doi.org/10.38035/rrj.v7i3.1470

Swarjana, I. K. (2022). Populasi-Sampel, Teknik Sampling & Bias Dalam Penelitian (E. Risanto (ed.); I). CV ANDI OFFSET.

Tilahun, B., & Fritz, F. (2015). Modeling antecedents of electronic medical record system implementation success in low-resource setting hospitals Healthcare Information Systems. BMC Medical Informatics and Decision Making, 15(1), 1–9. https://doi.org/10.1186/s12911-015-0192-0

Torab-Miandoab, A., Samad-Soltani, T., Jodati, A., & Rezaei-Hachesu, P. (2023). Interoperability of heterogeneous health information systems: a systematic literature review. BMC Medical Informatics and Decision Making, 23(1), 1–13. https://doi.org/10.1186/s12911-023-02115-5

Toyon, M. A. S. (2021). Explanatory sequential design of mixed methods research: Phases and challenges. International Journal of Research in Business and Social Science (2147- 4478), 10(5), 253–260. https://doi.org/10.20525/ijrbs.v10i5.1262

Wijayakusuma, L. A., & Rinawati, R. (2025). Optimization of Management Information System for Improving Hospital Performance. Jurnal Sosial Dan Sains, 5(7), 1994–2001. https://doi.org/10.59188/jurnalsosains.v5i7.32319

Wulandari, M., Novriyanti, T., Purwadhi, P., & Widjaja, Y. R. (2025). Implementasi Strategi Transformasi Digital dalam Meningkatkan Kualitas Pelayanan di Rumah Sakit: Studi Kualitatif. Innovative: Journal Of Social Science Research, 5(1), 1415–1427. https://j-innovative.org/index.php/Innovative/article/view/17847

Yadegari, F., & Asosheh, A. (2025). A unified IoT architectural model for smart hospitals: enhancing interoperability, security, and efficiency through clinical information systems (CIS). Journal of Big Data, 12(1), 149. https://doi.org/10.1186/s40537-025-01197-4

Yanti, S. D., Oktafiani, V., Gazali, M., Kuraedah, S., & Asriani, A. (2023). Review of Readiness to Implement Electronic Medical Records in Indonesian Hospitals: Literature Study. International Journal of Science Technology and Health, 1(1), 13–18. https://doi.org/10.63441/ijsth.v1i1.5

Ye, L., Yang, S., Jiang, B., Liu, C., Jin, X., & Chang, P. (2024). Developing a quality indicator system for evaluating internet plus home care nursing services based on the SERVQUAL model?: a Delphi-analytic hierarchy process study. PeerJ, 12, 1–18. https://doi.org/10.7717/peerj.18281

Zhang, X., & Saltman, R. (2022). Impact of Electronic Health Record Interoperability on Telehealth Service Outcomes. JMIR Medical Informatics, 10(1), 1–9. https://doi.org/10.2196/31837

Zuhdi, N. A., & Darmawan, A. S. (2024). Tantangan dalam Implementasi Rekam Medis Elektronik Terkait Kualitas Pelayanandi Rumah Sakit: A Scoping Review. INNOVATIVE: Journal Of Social Science Research, 4(3), 11389–11399. https://j-innovative.org/index.php/Innovative/article/view/11692