Digital Transformation: A Challenge for the Romanian Health System
Abstract
:1. Introduction
2. Related Works
2.1. Smart Hospital Management
2.2. Digital Economy Efficiency
2.3. Digital Technologies and the Innovation Process
2.4. Health Information System
3. Methodology
3.1. Study Objectives and Research Questions
3.2. Hypotheses
3.3. Instruments and Investigation Tools
3.4. Population and Sample Respondents
4. Results
4.1. RQ1. How Receptive Are Health Service Managers to Adopting Digital Technologies in Their Units?
4.2. RQ2. What Are the Opinions and Perceptions of Specialists Regarding Different Aspects of Adopting Digital Technologies?
4.3. RQ3. What Digital Technologies Have Specialists Indicated Support Medical Activity Worldwide and in Romania?
4.4. RQ4: What Technologies and Factors Influence Managerial Efficiency and Performance in Health Services?
5. Discussion
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- State of Health in the EU, România. Profilul de Țară din 2023. Available online: https://health.ec.europa.eu/system/files/2024-01/2023_chp_ro_romanian.pdf (accessed on 2 April 2024).
- Arpad, L. Românii Își Exprimă Nemulțumirea Față de Sistemul Sanitar din Țară. Available online: https://www.ipsos.com/ro-ro/romanii-isi-exprima-nemultumirea-fata-de-sistemul-sanitar-din-tara (accessed on 2 April 2024).
- Miron, A. O radiografie a sistemului de sănătate din România. Rev. Științe Politice Polis 2020, 8, 201–212. Available online: https://revistapolis.ro/o-radiografie-a-sistemului-de-sanatate-din-romania/ (accessed on 2 April 2024).
- Mihalache, I.C.; Apetroi (Răcoare), F.C. The Evolution of the Financing of Health Services in Romania, from the Semashko Model to the Bismarck Model. Rev. Econ. Bus. Stud. 2020, 13, 137–147. [Google Scholar] [CrossRef]
- Petre, I.; Barna, F.; Gurgus, D.; Tomescu, L.C.; Apostol, A.; Petre, I.; Furau, C.; Năchescu, M.L.; Bordianu, A. Analysis of the Healthcare System in Romania: A Brief Review. Healthcare 2023, 11, 2069. [Google Scholar] [CrossRef] [PubMed]
- Vankar, P. Health Ranking of European Countries in 2023, by Health Index Score. Available online: https://www.statista.com/statistics/1376355/health-index-of-countries-in-europe/ (accessed on 2 April 2024).
- Institutul Național de Statistică. Comunicat de Presă Nr 167/3 Iulie 2023. Activitatea Rețelei Sanitare și de Ocrotire a Sănătății în Anul 2022. Available online: https://insse.ro/cms/ro/tags/comunicat-activitati-unitati-sanitare (accessed on 3 April 2024).
- Rajaei, O.; Khayami, S.R.; Rezaei, M.S. Smart hospital definition: Academic and industrial perspective. Int. J. Med. Inform. 2024, 182, 105304. [Google Scholar] [CrossRef] [PubMed]
- How BIM and Smart Building Technology Can Transform Healthcare. Available online: https://www.linkedin.com/pulse/how-bim-smart-building-technology-can-transform-earnest-j-morgan-6saqe/ (accessed on 7 April 2024).
- Chen, J.K.C.; Ho, H.-H. Asset Resource Optimization Solution for Smart Hospital Facilities and Energy Management through an Interpretive Structural Model. Buildings 2023, 13, 3064. [Google Scholar] [CrossRef]
- Zhang, G.-W.; Gong, M.; Li, H.-J.; Wang, S.; Gong, D.-X. The “Trinity” smart hospital construction policy promotes the development of hospitals and health management in China. Front. Public Health 2023, 11, 1219407. [Google Scholar] [CrossRef]
- Lin, C.-L.; Chen, J.K.C.; Ho, H.-H. BIM for Smart Hospital Management during COVID-19 Using MCDM. Sustainability 2021, 13, 6181. [Google Scholar] [CrossRef]
- Gaikwad, G.; Chaitanya, V.M.; Rohit, K.; Sunakshi, P. Smart Hospital Management System: Streamlining Healthcare Operations with SQL Integration. J. Trends Comput. Sci. Smart Technol. 2024, 6, 112–124. [Google Scholar] [CrossRef]
- Zhao, X.; Wu, S.; Yan, B.; Liu, B. New evidence on the real role of digital economy in influencing public health efficiency. Sci. Rep. 2024, 14, 7190. [Google Scholar] [CrossRef]
- Lyu, Y.; Peng, Y.; Liu, H.; Hwang, J.-J. Impact of Digital Economy on the Provision Efficiency for Public Health Services: Empirical Study of 31 Provinces in China. Int. J. Environ. Res. Public Health 2022, 19, 5978. [Google Scholar] [CrossRef]
- Kwilinski, A.; Szczepanska-Woszczyna, K.; Lyulyov, O.; Pimonenko, T. Digital Public Services: Catalysts for Healthcare Efficiency. J. Open Innov. Technol. Mark. Complex. 2024, 10, 100319. [Google Scholar] [CrossRef]
- Vărzaru, A.A. Assessing Digital Transformation of Cost Accounting Tools in Healthcare. Int. J. Environ. Res. Public Health 2022, 19, 15572. [Google Scholar] [CrossRef] [PubMed]
- Senbekov, M.; Saliev, T.; Bukeyeva, Z.; Almabayeva, A.; Zhanaliyeva, M.; Aitenova, N.; Toishibekov, Y.; Fakhradiyev, I. The Recent Progress and Applications of Digital Technologies in Healthcare: A Review. Int. J. Telemed. Appl. 2020, 2020, 8830200. [Google Scholar] [CrossRef] [PubMed]
- Biancuzzi, H.; Dal Mas, F.; Bidoli, C.; Pegoraro, V.; Zantedeschi, M.; Negro, P.A.; Campostrini, S.; Cobianchi, L. Economic and Performance Evaluation of E-Health before and after the Pandemic Era: A Literature Review and Future Perspectives. Int. J. Environ. Res. Public Health 2023, 20, 4038. [Google Scholar] [CrossRef] [PubMed]
- Electronic Health Record (EHR). Available online: https://www.techtarget.com/searchhealthit/definition/electronic-health-record-EHR (accessed on 3 April 2024).
- Alnashmi, M.; Salman, A.; AlHumaidi, H.; Yunis, M.; Al-Enezi, N. Exploring the Health Information Management System of Kuwait: Lessons and Opportunities. Appl. Syst. Innov. 2022, 5, 25. [Google Scholar] [CrossRef]
- Haleem, A.; Javaid, M.; Singh, R.P.; Suman, R. Telemedicine for healthcare: Capabilities, features, barriers, and applications. Sens. Int. 2021, 2, 100117. [Google Scholar] [CrossRef]
- What Is Telemedicine? Available online: https://www.news-medical.net/health/What-is-Telemedicine.aspx (accessed on 3 April 2024).
- Fonda, F.; Galazzi, A.; Chiappinotto, S.; Justi, L.; Frydensberg, M.S.; Boesen, R.L.; Macur, M.; Reig, E.A.; Espaulella, E.R.; Palese, A. Healthcare System Digital Transformation across Four European Countries: A Multiple-Case Study. Healthcare 2024, 12, 16. [Google Scholar] [CrossRef]
- Jang, M. Why Do People Use Telemedicine Apps in the Post-COVID-19 Era? Expanded TAM with E-Health Literacy and Social Influence. Informatics 2023, 10, 85. [Google Scholar] [CrossRef]
- Schroer, A. 13 Examples of Wearable Technology in Healthcare and Wearable Medical Devices. Available online: https://builtin.com/articles/wearable-technology-in-healthcare (accessed on 3 April 2024).
- Nasiri, S.; Khosravani, M.R. Progress and challenges in fabrication of wearable sensors for health monitoring. Sens. Actuators A Phys. 2020, 312, 112105. [Google Scholar] [CrossRef]
- What Is Artificial Intelligence (AI)? Available online: https://www.ibm.com/topics/artificial-intelligence (accessed on 4 April 2024).
- Davenport, T.; Kalakota, R. The potential for artificial intelligence in healthcare. Future Healthc. J. 2019, 6, 94–98. [Google Scholar] [CrossRef]
- Understanding Virtual Reality and Augmented Reality. Available online: https://edu.gcfglobal.org/en/thenow/understanding-virtual-reality-and-augmented-reality/1/?_x_tr_hist=true (accessed on 4 April 2024).
- Aliwi, I.; Schot, V.; Carrabba, M.; Duong, P.; Shievano, S.; Caputo, M.; Wray, J.; de Vecchi, A.; Biglino, G. The Role of Immersive Virtual Reality and Augmented Reality in Medical Communication: A Scoping Review. J Patient Exp. 2023, 27, 23743735231171562. [Google Scholar] [CrossRef] [PubMed]
- Mutabazi, P. How Augmented Reality (AR) and Virtual Reality (VR) Are Transforming the Healthcare Sector. Available online: https://www.linkedin.com/pulse/how-augmented-realityar-virtual-realityvr-healthcare-sector-mutabazi/ (accessed on 4 April 2024).
- Dash, S.; Shakyawar, S.K.; Sharma, M.; Kaushik, S. Big data in healthcare: Management, analysis and future prospects. J. Big Data 2019, 6, 54. [Google Scholar] [CrossRef]
- Big Data in Healthcare: Transforming Patient Experience and Access. Available online: https://populi.ai/big-data-in-healthcare-transforming-patient-experience-and-access/ (accessed on 4 April 2024).
- Pires, I.M.; Marques, G.; Garcia, N.M.; Flórez-Revuelta, F.; Ponciano, V.; Oniani, S. A Research on the Classification and Applicability of the Mobile Health Applications. J. Pers. Med. 2020, 10, 11. [Google Scholar] [CrossRef] [PubMed]
- Wylie, L. Health App Revenue and Usage Statistics. 2024. Available online: https://www.businessofapps.com/data/health-app-market/ (accessed on 4 April 2024).
- Haleem, A.; Javaid, M.; Singh, R.P.; Suman, R.; Rab, S. Blockchain technology applications in healthcare: An overview. Int. J. Intell. Netw. 2021, 2, 130–139. [Google Scholar] [CrossRef]
- Blockchain: Opportunities for Health Care. Available online: https://www2.deloitte.com/us/en/pages/public-sector/articles/blockchain-opportunities-for-health-care.html (accessed on 4 April 2024).
- Ce Este IoT? Available online: https://www.oracle.com/ro/internet-of-things/what-is-iot/ (accessed on 5 April 2024).
- Razdan, S.; Sharma, S. Internet of Medical Things (IoMT): Overview, Emerging Technologies, and Case Studies. IETE Tech. Rev. 2022, 39, 775–788. [Google Scholar] [CrossRef]
- Voice Search Could Improve Healthcare for Patients and Providers Alike. Available online: https://www.mdconnectinc.com/medical-marketing-insights/medical-marketing-insights/voice-search-improve-healthcare-patients-providers (accessed on 6 April 2024).
- Voice Search and SEO For Healthcare Practices. Available online: https://www.sequencehealth.com/blog/voice-search-and-seo-for-healthcare-practices (accessed on 5 April 2024).
- The Value of Video Marketing in Healthcare. Available online: https://levohealth.com/the-value-of-video-marketing-in-healthcare/ (accessed on 5 April 2024).
- Pianese, T.; Belfiore, P. Exploring the Social Networks’ Use in the Health-Care Industry: A Multi-Level Analysis. Int. J. Environ. Res. Public Health 2021, 18, 7295. [Google Scholar] [CrossRef]
- Future of Social Networks in Healthcare: Revolutionizing the Industry. Available online: https://www.quantumog.com/post/future-of-social-networks-in-healthcare (accessed on 7 April 2024).
- Powell, M. How 3D Printing Is Impacting the Medical Field. Available online: https://www.med-technews.com/medtech-insights/medtech-materials-and-assembly-insights/how-3d-printing-is-impacting-the-medical-field/ (accessed on 7 April 2024).
- Satam, H.; Joshi, K.; Mangrolia, U.; Waghoo, S.; Zaidi, G.; Rawool, S.; Thakare, R.P.; Banday, S.; Mishra, A.K.; Das, G.; et al. Next-Generation Sequencing Technology: Current Trends and Advancements. Biology 2023, 12, 997. [Google Scholar] [CrossRef]
- Three Ways Nanotechnology Is Changing the Healthcare Industry. Available online: https://www.forbes.com/sites/forbestechcouncil/2022/07/20/three-ways-nanotechnology-is-changing-the-healthcare-industry/ (accessed on 7 April 2024).
- Teixeira, L.; Cardoso, I.; Oliveira e Sá, J.; Madeira, F. Are Health Information Systems Ready for the Digital Transformation in Portugal? Challenges and Future Perspectives. Healthcare 2023, 11, 712. [Google Scholar] [CrossRef]
- Dijkman, E.M.; ter Brake, W.W.M.; Drossaert, C.H.C.; Doggen, C.J.M. Assessment Tools for Measuring Health Literacy and Digital Health Literacy in a Hospital Setting: A Scoping Review. Healthcare 2024, 12, 11. [Google Scholar] [CrossRef]
- Rusu, B.; Sandu, C.B.; Avasilcai, S.; David, I. Acceptance of Digital Transformation: Evidence from Romania. Sustainability 2023, 15, 15268. [Google Scholar] [CrossRef]
- Strategia Națională de Sănătate 2023–2030. Available online: https://ms.ro/media/documents/Anexa_1_-_SNS.pdf (accessed on 3 April 2024).
- Epizitone, A.; Moyane, S.P.; Agbehadji, I.E. A Systematic Literature Review of Health Information Systems for Healthcare. Healthcare 2023, 11, 959. [Google Scholar] [CrossRef] [PubMed]
- Shaping Europe’s Digital Future. Available online: https://digital-strategy.ec.europa.eu/en/policies/ehealth (accessed on 3 April 2024).
- Horgan, D.; Hackett, J.; Westphalen, C.B.; Kalra, D.; Richer, E.; Romao, M.; Andreu, A.L.; Lal, J.A.; Bernini, C.; Tumiene, B.; et al. Digitalisation and COVID-19: The Perfect Storm. Biomed. Hub. 2020, 17, 1341–1363. [Google Scholar] [CrossRef] [PubMed]
- Svensson, A.; Gustavsson, L.; Svenningsson, I.; Karlsson, C.; Karlsson, T. Healthcare professionals learning when implementing a digital artefact identifying patients’ cognitive impairment. J. Workplace Learn. 2023, 35, 490–505. [Google Scholar] [CrossRef]
- Ionașcu, A.E.; Gheorghiu, G.; Spătariu, E.C.; Munteanu, I.; Grigorescu, A.; Dănilă, A. Unraveling Digital Transformation in Banking: Evidence from Romania. Systems 2023, 11, 534. [Google Scholar] [CrossRef]
- Căpușneanu, S.; Mateș, D.; Tűrkeș, M.C.; Barbu, C.-M.; Staraș, A.-I.; Topor, D.I.; Stoenică, L.; Fűlöp, M.T. The Impact of Force Factors on the Benefits of Digital Transformation in Romania. Appl. Sci. 2021, 11, 2365. [Google Scholar] [CrossRef]
- Barbu, M.; Vevera, A.V.; Barbu, D.C. Standardization and Interoperability—Key Elements of Digital Transformation. In Digital Transformation. Intelligent Systems Reference Library; Cioca, L.I., Ivascu, L., Filip, F.G., Doina, B., Eds.; Springer: Cham, Switzerland, 2024; Volume 253. [Google Scholar] [CrossRef]
- Lehne, M.; Sass, J.; Essenwanger, A.; Schepers, J.; Thun, S. Why digital medicine depends on interoperability. NPJ Digit. Med. 2019, 2, 79. [Google Scholar] [CrossRef]
- Brewer, L.C.; Fortuna, K.L.; Jones, C.; Walker, R.; Hayes, S.N.; Patten, C.A.; Cooper, L.A. Back to the Future: Achieving Health Equity Through Health Informatics and Digital Health. JMIR Mhealth Uhealth 2020, 8, e14512. [Google Scholar] [CrossRef]
- Aggestam, L.; van Laere, J.; Svensson, A. How to Apply and Manage Critical Success Factors in Healthcare Information Systems Development? Systems 2023, 11, 469. [Google Scholar] [CrossRef]
- Ţiţan, E.; Manea, D.I.; Mihai, M.; Ionescu, C.D. Digital transformation in healthcare. The need for medical technologies. Rev. Romana Econ. 2023, 56. Available online: http://www.revecon.ro/articles/2023-1/2023-1-2.pdf (accessed on 10 September 2024).
- Peck, C.; McCall, M.; McLaren, B.; Rotem, T. Continuing medical education and continuing professional development: International comparisons. BMJ 2000, 320, 432–435. [Google Scholar] [CrossRef]
- Continuing Your Professional Development as a Doctor. Available online: https://www.bmj.com/careers/article/continuing-your-professional-development-as-a-doctor (accessed on 26 July 2024).
- What Is the Purpose of Medical Conferences? Available online: https://within3.com/blog/purpose-of-medical-conferences (accessed on 26 July 2024).
- Filc, D.; Rasooly, A.; Davidovitch, N. From public vs. private to public/private mix in healthcare: Lessons from the Israeli and the Spanish cases. Isr. J. Health Policy Res. 2020, 9, 31. [Google Scholar] [CrossRef] [PubMed]
- Understanding Public and Private Health Care. Available online: https://www.cma.ca/our-focus/public-and-private-health-care/understanding-public-and-private-health-care (accessed on 26 July 2024).
- Kumpf, B.; Proud, E. The Adoption of Innovation. In Stanford Social Innovation Review; Stanford Center on Philanthropy and Civil Society: Stanford, CA USA, 2022. [Google Scholar] [CrossRef]
- Turner, S.; D’Lima, D.; Hudson, E.; Morris, S.; Sheringham, J.; Swart, N.; Fulop, N.J. Evidence use in decision-making on introducing innovations: A systematic scoping review with stakeholder feedback. Implement. Sci. 2017, 12, 145. [Google Scholar] [CrossRef] [PubMed]
- Norton, P.T.; Rodriguez, H.P.; Shortell, S.M.; Lewis, V.A. Organizational influences on healthcare system adoption and use of advanced health information technology capabilities. Am. J. Manag. Care 2019, 25, e21–e25. [Google Scholar] [PubMed]
- Sekaran, U. Data Analysis and Interpretation. In Research Methods for Business; Wiley and Sons: New York, NY, USA, 2008; p. 311. [Google Scholar]
- Organizarea Administrativ-Teritorială. Available online: https://arges.insse.ro/produse-si-servicii/statistici-judetene/organizarea-administrativ-teritoriala/ (accessed on 6 April 2024).
- Andrei, T. Tehnici nealeatoare de esantionare utilizate în practica statistica. Rev. Inform. Econ. 2021, nr. 2 (18)/2001. [Google Scholar]
- Barbu, A.; Testul Fisher F cu Valori Semnificative mici în Eşantioane de Volum Redus. Romanian Statistical Review. 2011. Available online: https://www.revistadestatistica.ro/Articole/2011/A5ro_rrs%204_2011.pdf (accessed on 7 April 2024).
- Legea Nr. 315 din 28 Iunie 2004 Privind Dezvoltarea Regională în România. Available online: https://legislatie.just.ro/Public/DetaliiDocument/53040 (accessed on 6 April 2024).
- Raport de Țară România. Available online: https://cstor.eu/pillarsofhealth/2022/11/5731a67d-pillars-of-health_raport-tara_romania-_romanian_november-2022.pdf (accessed on 8 April 2024).
- În România s-au Construit Doar 4 Spitale de Stat în Ultimii 32 de Ani. Întârzierile au Fost Mari. Available online: https://newsweek.ro/sanatate/in-romania-s-au-construit-doar-4-spitale-in-ultimii-32-de-ani-autoritatile-promit-inca-25-in-4-ani (accessed on 8 April 2024).
- Planul Național de Redresare și Reziliență al României: Situația cea mai Recentă. Available online: https://www.europarl.europa.eu/thinktank/ro/document/EPRS_BRI(2022)733641 (accessed on 8 April 2024).
- Jimenez, J.; del Rio, A.; Berman, A.N.; Grande, M. Personalizing Digital Health: Adapting Health Technology Systems to Meet the Needs of Different Older Populations. Healthcare 2023, 11, 2140. [Google Scholar] [CrossRef]
- Cursuri de Management Servicii de Sănătate Susținute de INMSS. Available online: https://inmss.ro/cursuri-management/ (accessed on 8 April 2024).
- Indicele Economiei și Societății Digitale (DESI) 2022 România. Available online: https://ec.europa.eu/newsroom/dae/redirection/document/88717 (accessed on 8 April 2024).
- Planul Național de Acțiune Privind Deceniul Digital Pentru România 2030. Available online: https://www.mcid.gov.ro/wp-content/uploads/2024/04/Plan-national-de-actiune-roadmap-pentru-publicare.pdf (accessed on 9 April 2024).
- Fisa Proiect PNRR C7. I3.2—Digitalizarea Instituțiilor Sanitare din Subordinea MS. Available online: https://www.fonduri-structurale.ro/fisa-proiect/23/planul-national-de-redresare-si-rezilienta/661/pnrr-c7-i3-2-digitalizarea-institutiilor-sanitare-din-subordinea-ms (accessed on 10 April 2024).
- Lista Obiectivelor de Investiţii Aprobate pentru Finanţare prin PNRR. Direcţiile de Sănătate Publică Judeţene (Inclusiv cea a Municipiului Bucureşti). Available online: https://ms.ro/media/documents/Lista_obiective_aprobate_pentru__finantare____PNRR___Digitalizare___DSP.pdf (accessed on 10 April 2024).
- Componenta 7—Transformare Digitală. Investitia Specifică: I3.3—Investiții în Sistemele Informatice și în Infrastructura Digitală a Unităților Sanitare Publice. Available online: https://ms.ro/ro/de-interes/apeluri-pnrr-c12-sanatate/componenta-7-transformare-digital%C4%83-investitia-specific%C4%83-i33-investi%C8%9Bii-%C3%AEn-sistemele-informatice-%C8%99i-%C3%AEn-infrastructura-digital%C4%83-a-unit%C4%83%C8%9Bilor-sanitare-publice/ (accessed on 10 April 2024).
- Hotărârea de Guvern Nr. 1133/2022 Privind Aprobarea Normelor Metodologice de Punere în Aplicare a Prevederilor Ordonanţei de Urgenţă a Guvernului Nr. 196/2020 pentru Modificarea şi Completarea Legii nr. 95/2006 Privind Reforma în Domeniul Sănătăţii. Available online: https://legislatie.just.ro/Public/DetaliiDocument/259367 (accessed on 3 April 2024).
- Unitățile de Primire Urgențe (UPU) vor fi Dotate cu Echipamente de Telemedicină de Ultimă Generație. Available online: https://www.ms.ro/ro/centrul-de-presa/unit%C4%83%C8%9Bile-de-primire-urgen%C8%9Be-upu-vor-fi-dotate-cu-echipamente-de-telemedicin%C4%83-de-ultim%C4%83-genera%C8%9Bie/ (accessed on 9 April 2024).
- Medicina Digitală Atinge un Nou Record în România: 1 Milion de Programări Online. Available online: https://www.reginamaria.ro/stiri/medicina-digitala-atinge-un-nou-record-romania-1-milion-de-programari-online (accessed on 10 April 2024).
- Cum Arata Primul Spital Construit de la Zero de Statul Roman in Ultimii 30 de Ani. Available online: https://www.wall-street.ro/articol/Social/244355/foto-cum-arata-primul-spital-construit-de-la-zero-de-statul-roman-in-ultimii-30-de-ani.html#gref (accessed on 10 April 2024).
- Lista Proiectelor Selectate la Finanțare—Apel PS/170/PS_P4/OP4/RSO4.5/PS_P4_RSO4.5_A8. Available online: https://mfe.gov.ro/wp-content/uploads/2023/05/398676f62db77b73a4086c29bdebce3a.pdf (accessed on 9 April 2024).
- A Quick Trip to the Hospital. Available online: https://www.eib.org/en/stories/romania-regional-hospitals (accessed on 10 April 2024).
Model | Provision | Funding |
---|---|---|
Semashko | The government predominantly provides healthcare, owning and operating facilities, with healthcare workers as state employees. | This state-funded model provides free healthcare services to all citizens through general taxation, promoting inclusivity and universality. |
Bismarck | Healthcare is provided via a mix of public and private entities, with both publicly and privately owned hospitals and clinics. | Funded by social insurance contributions from employers and employees, this model uses non-profit organizations to manage funds and ensure universal coverage, regulated by the government. |
Beveridge | The state primarily provides healthcare, with most facilities publicly owned and workers either government employees or contractors. | Government-funded through general taxation, this model offers free healthcare at the point of use for all citizens, with the government as the single payer, ensuring equitable access to healthcare. |
Variables | Cronbach’s Alpha | N of Items |
---|---|---|
The influence of some factors on managerial performance | 0.975 | 12 |
The level of implementation of technologies | 0.963 | 20 |
Increasing the efficiency and productivity of health services management | 0.942 | 9 |
Essential factors for the implementation of technologies | 0.888 | 5 |
Critical aspects of the digital transformation process | 0.862 | 4 |
Perceptions and attitudes regarding the adoption of new technologies | 0.728 | 6 |
Characteristics of the Sample | Data | No. of Respondents |
---|---|---|
Development region | Northeast | 12 |
Southeast | 13 | |
South—Muntenia | 16 | |
Southwest Oltenia | 15 | |
West | 21 | |
Northwest | 12 | |
Center | 20 | |
București–Ilfov | 26 | |
Education level | Doctoral and postdoctoral | 25 |
Postgraduate | 56 | |
Bachelor and master | 49 | |
Other | 5 | |
Management level | Top management | 43 |
Middle management | 19 | |
First-line management | 31 | |
Non-managerial employees | 42 | |
Qualification field | Medicine | 115 |
Economics | 5 | |
Engineering | 4 | |
Others | 11 | |
Practice sector | State | 36 |
Private | 68 | |
Mixed (state + private) | 31 | |
Management seniority | More than 10 years of experience | 74 |
Between 5.1 and 10 years of experience | 20 | |
Between 1.1 and 5 years of experience | 13 | |
Under 1 year of experience | 3 | |
Non-management position | 25 |
Sum of Squares | df | Mean Square | F | Sig. | ||
---|---|---|---|---|---|---|
Q19 | Between Groups | 2.032 | 3 | 0.677 | 2.887 | 0.038 |
Within Groups | 30.738 | 131 | 0.235 | |||
Total | 32.770 | 134 |
Multiple Comparisons | ||||||
---|---|---|---|---|---|---|
Dependent Variable: Q19 | ||||||
Tukey HSD | ||||||
(I) Q9 | (J) Q9 | Mean Difference (I-J) | Std. Error | Sig. | 95% Confidence Interval | |
Lower Bound | Upper Bound | |||||
Non-management position | Under 5 years of experience | −0.340 | 0.155 | 0.131 | −0.74 | 0.06 |
Between 5.1 and 10 years of experience | −0.340 | 0.145 | 0.094 | −0.72 | 0.04 | |
More than 10 years of experience | −0.299 | 0.112 | 0.042 | −0.59 | −0.01 | |
Under 5 years of experience | Non-management position | 0.340 | 0.155 | 0.131 | −0.06 | 0.74 |
Between 5.1 and 10 years of experience | 0.000 | 0.162 | 1.000 | −0.42 | 0.42 | |
More than 10 years of experience | 0.041 | 0.134 | 0.990 | −0.31 | 0.39 | |
Between 5.1 and 10 years of experience | Non-management position | 0.340 | 0.145 | 0.094 | −0.04 | 0.72 |
Under 5 years of experience | 0.000 | 0.162 | 1.000 | −0.42 | 0.42 | |
More than 10 years of experience | 0.041 | 0.122 | 0.987 | −0.28 | 0.36 | |
More than 10 years of experience | Non-management position | 0.299 | 0.112 | 0.042 | 0.01 | 0.59 |
Under 5 years of experience | −0.041 | 0.134 | 0.990 | −0.39 | 0.31 | |
Between 5.1 and 10 years of experience | −0.041 | 0.122 | 0.987 | −0.36 | 0.28 |
Practice Sector | N | Mean | Std. Deviation | Std. Error Mean | |
---|---|---|---|---|---|
Q12.1 | Private | 68 | 4.43 | 0.759 | 0.092 |
State | 36 | 4.00 | 1.069 | 0.178 |
Independent-Sample Test | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
Levene’s Test for Equality of Variances | t-Test for Equality of Means | |||||||||
95% Confidence Interval of the Difference | ||||||||||
F | Sig. | t | df | Sig. (2-Tailed) | Mean Difference | Std. Error Difference | Lower | Upper | ||
Q12.1 | Equal variances assumed | 1.553 | 0.215 | 2.357 | 102 | 0.020 | 0.426 | 0.181 | 0.068 | 0.785 |
Equal variances not assumed | 2.126 | 54.175 | 0.038 | 0.426 | 0.201 | 0.024 | 0.829 |
Management Level | N | Mean | Std. Deviation | Std. Error Mean | |
---|---|---|---|---|---|
Innovation process | Top management | 42 | 4.26 | 0.939 | 0.145 |
Non-managerial employees | 43 | 3.70 | 1.301 | 0.198 |
Independent-Sample Test | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|
Levene’s Test for Equality of Variances | t-Test for Equality of Means | |||||||||
95% Confidence Interval of the Difference | ||||||||||
F | Sig. | t | df | Sig. (2-Tailed) | Mean Difference | Std. Error Difference | Lower | Upper | ||
Q18.9 | Equal variances assumed | 5.179 | 0.025 | 2.289 | 83 | 0.025 | 0.564 | 0.247 | 0.074 | 1.055 |
Equal variances not assumed | 2.297 | 76.455 | 0.024 | 0.564 | 0.246 | 0.075 | 1.053 |
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Rotaru, N.; Edelhauser, E. Digital Transformation: A Challenge for the Romanian Health System. Systems 2024, 12, 366. https://doi.org/10.3390/systems12090366
Rotaru N, Edelhauser E. Digital Transformation: A Challenge for the Romanian Health System. Systems. 2024; 12(9):366. https://doi.org/10.3390/systems12090366
Chicago/Turabian StyleRotaru, Nicu, and Eduard Edelhauser. 2024. "Digital Transformation: A Challenge for the Romanian Health System" Systems 12, no. 9: 366. https://doi.org/10.3390/systems12090366
APA StyleRotaru, N., & Edelhauser, E. (2024). Digital Transformation: A Challenge for the Romanian Health System. Systems, 12(9), 366. https://doi.org/10.3390/systems12090366