1. Background
2. Objectives
3. Methods
3.1. Systematic Review
3.1.1. Search Strategy
3.2. The Best-Fit Framework
3.3. Prioritization and Weighting of Model Dimensions and Sub-dimensions
4. Results
4.1. Systematic Review
| Model Name | Year | Field of Study | Article Type | Source |
|---|---|---|---|---|
| IMPULS Industry 4.0 readiness model | 2015 | Manufacturing and engineering | Empirical study | (9) |
| Industry 4.0 maturity/digital operations self-assessment model | 2016 | Manufacturing and engineering | Industry report/survey | (26) |
| The connected enterprise maturity model | 2014 | Manufacturing and engineering | Industry report | (27) |
| Industry 4.0 maturity model | 2016 | Manufacturing and engineering | Empirical study | (8) |
| Industry 4.0 readiness assessment model for SMEs | 2018 | SMEs | Empirical/tool development study | (28) |
| Industry 4.0 readiness model for tool management | 2017 | Tool management | Conceptual/framework | (29) |
| Industry 4.0 readiness analysis | 2018 | Manufacturing and engineering | Empirical/tool development study | (30) |
| Industry 4.0 maturity model | 2018 | Manufacturing (with potential adaptability to other industries) | Empirical | (31) |
| Health information systems maturity model | 2018 | Healthcare | Conceptual/review | (32) |
| Industry 4.0 maturity model | 2019 | Manufacturing | Empirical | (33) |
| Health information systems maturity model | 2019 | Healthcare | Empirical | (34) |
| AI innovation maturity model | 2020 | Multi-sector/not domain-specific | Conceptual | (35) |
| University 5.0 maturity model | 2020 | Education | Conceptual | (14) |
| Digital maturity assessment model for hospitals | 2021 | Healthcare | Empirical | (36) |
| Smart hospital readiness assessment model | 2022 | Healthcare | Empirical | (11) |
| Comprehensive Industry 4.0 readiness model | 2023 | Multi-sector | Empirical/mixed-method | (37) |
| Industry 4.0 maturity model for SMEs | 2022 | SMEs | Empirical | (38) |
| Quality 4.0 readiness assessment framework | 2024 | Healthcare | Empirical/mixed-method | (39) |
| Industry 4.0 readiness assessment model | 2024 | Construction/manufacturing | Empirical | (10) |
| Industry 5.0 maturity model | 2024 | Manufacturing | Empirical | (40) |
| Industry 5.0 readiness assessment | 2024 | Food industry/SMEs | Empirical | (17) |
4.2. The Best-Fit Framework Results
| Main and Sub-dimensions | Description | Reference Models | Sources |
|---|---|---|---|
| Technology readiness | |||
| Health technology infrastructure | Systems and technologies required to support digital and intelligent hospital processes. | IMPULS/Industry 4.0 maturity model for SMEs | (9, 38) |
| Emerging health technologies | New technologies, such as IoT, AI, and Big Data, that improve the efficiency and quality of health services. | IMPULS/Industry 4.0 maturity model/AI innovation maturity model | (8, 9, 35) |
| Patient data protection | Rules and procedures for protecting patient and sensitive data | IMPULS/AI innovation maturity model | (8, 9) |
| Automation of hospital processes | Using technology to automate and optimize hospital management processes, improving efficiency and reducing errors. | IMPULS/Industry 4.0 maturity model/AI innovation maturity model/Industry 4.0 readiness model for tool management | (8, 9, 29, 35) |
| Personalized treatments | Treatment approaches that are designed based on the unique characteristics of each patient. | - | (5, 41) |
| Telemedicine | Providing medical services and consultations via technology, allowing remote patient access. | IMPULS | (8, 9, 42) |
| Human-centered organizational development | |||
| Human-centered care | Designing and implementing systems that meet human needs to improve patient and staff experience. | - | (43) |
| Technological empowerment of staff | Training programs that help hospital staff understand and effectively use new technologies. | IMPULS/Industry 4.0 maturity model for SMEs | (9, 38) |
| Intersectoral collaboration | The interaction and collaboration between hospital departments to improve service quality and reduce response times. | The connected enterprise maturity model/Industry 4.0 maturity model for SMEs/Industry 4.0 readiness analysis | (27, 30, 38) |
| Innovation in healthcare services | The hospital’s ability to develop and implement innovative ideas to improve services and processes. | IMPULS/Industry 4.0 maturity model | (8, 9) |
| Cultural readiness | The willingness of hospital staff to embrace new technologies and processes with a positive attitude. | IMPULS/Industry 4.0 maturity model | (8, 9, 44) |
| Participatory hospital governance | Creating an environment that involves staff and patients in decision-making and hospital policies. | - | (45-47) |
| Employee motivation and well-being | Systems of incentives and recognition that enhance staff motivation and job satisfaction. | Comprehensive Industry 4.0 readiness model | (37) |
| Sustainability | |||
| Hospital environmental sustainability | Strategies aimed at conserving resources and promoting environmental sustainability in hospital operations. | - | (17, 48-50) |
| Optimal resource efficiency | Efficient management and allocation of human, financial, and physical resources in hospitals | - | (5, 48) |
| Digital sustainability | The use of digital solutions and new technologies to reduce environmental impact and improve resource efficiency. | - | (51-54) |
| Hospital waste management | Measures to minimize waste of resources and time in medical and administrative processes. | - | (5, 41, 42, 55) |
| Resilience | |||
| Hospital resource flexibility | Employees with multiple skills who can work across different hospital departments. | IMPULS | (9, 42) |
| Hospital agility | The hospital’s ability to quickly adapt to changes in environment, technology, or patient needs through flexible structures and rapid decision-making. | - | (56-58) |
| Technological adaptability | The hospital’s ability to adopt and use new technologies within existing systems. | IMPULS | (9, 59) |
| Hospital crisis resilience | The hospital’s ability to prepare for and handle crises and emergencies. | - | (60-62) |
| Continuous healthcare quality improvement | Ongoing efforts to enhance processes and service quality through regular evaluation and incremental innovation. | - | (5, 41, 63) |
| Healthcare system stakeholder engagement | Working together with all stakeholders — patients, staff, and the community — to enhance service quality. | - | (64-66) |
| Redundancy in critical hospital services | Presence of systems and processes that ensure services continue during malfunctions or issues. | - | (14, 67, 68) |
| Empowerment of healthcare staff | Creating opportunities for staff to develop skills and knowledge, improving individual and team performance. | - | (69, 70) |
| Financial robustness | Hospitals’ ability to manage finances and deliver sustainable health services. | - | (71, 72) |
4.3. Validity of the Model
| Indicators | No. of Experts Rating “Essential” | CVR | Result |
|---|---|---|---|
| Health technology infrastructure | 12 | 1.00 | Accepted |
| Emerging health technologies | 11 | 0.83 | Accepted |
| Patient data protection | 12 | 1.00 | Accepted |
| Automation of hospital processes | 10 | 0.67 | Accepted |
| Personalized treatments | 11 | 0.83 | Accepted |
| Telemedicine | 12 | 1.00 | Accepted |
| Human-centered care | 10 | 0.67 | Accepted |
| Technological empowerment of staff | 11 | 0.83 | Accepted |
| Intersectoral collaboration | 12 | 1.00 | Accepted |
| Innovation in healthcare services | 11 | 0.83 | Accepted |
| Cultural readiness | 10 | 0.67 | Accepted |
| Participatory hospital governance | 12 | 1.00 | Accepted |
| Employee motivation and well-being | 11 | 0.83 | Accepted |
| Hospital environmental sustainability | 12 | 1.00 | Accepted |
| Optimal resource efficiency | 10 | 0.67 | Accepted |
| Digital sustainability | 12 | 1.00 | Accepted |
| Hospital waste management | 10 | 0.67 | Accepted |
| Hospital resource flexibility | 12 | 1.00 | Accepted |
| Hospital agility | 11 | 0.83 | Accepted |
| Technological adaptability | 10 | 0.67 | Accepted |
| Hospital crisis resilience | 12 | 1.00 | Accepted |
| Continuous healthcare quality improvement | 11 | 0.83 | Accepted |
| Healthcare system stakeholder engagement | 10 | 0.67 | Accepted |
| Redundancy in critical hospital services | 12 | 1.00 | Accepted |
| Empowerment of healthcare staff | 11 | 0.83 | Accepted |
| Financial robustness | 10 | 0.67 | Accepted |
Abbreviation: CVR, content validity ratio.
4.4. Prioritization and Weighting of Model Dimensions and Sub-dimensions
| Main Dimensions | Final Weights |
|---|---|
| Technology readiness | 0.49 |
| Human-centered organizational development | 0.23 |
| Sustainability | 0.13 |
| Resilience | 0.16 |
| Sub-dimensions | Final Weights |
|---|---|
| Health technology infrastructure | 0.160 |
| Emerging health technologies | 0.090 |
| Patient data protection | 0.060 |
| Automation of hospital processes | 0.100 |
| Personalized treatments | 0.040 |
| Telemedicine | 0.040 |
| Human-centered care | 0.059 |
| Technological empowerment of staff | 0.032 |
| Intersectoral collaboration | 0.023 |
| Innovation in healthcare services | 0.040 |
| Cultural readiness | 0.051 |
| Participatory hospital governance | 0.004 |
| Employee motivation and well-being | 0.019 |
| Hospital environmental sustainability | 0.026 |
| Optimal resource efficiency | 0.030 |
| Digital sustainability | 0.052 |
| Hospital waste management | 0.022 |
| Hospital resource flexibility | 0.019 |
| Hospital agility | 0.020 |
| Technological adaptability | 0.024 |
| Hospital crisis resilience | 0.016 |
| Continuous healthcare quality improvement | 0.028 |
| Healthcare system stakeholder engagement | 0.011 |
| Redundancy in critical hospital services | 0.018 |
| Empowerment of healthcare staff | 0.011 |
| Financial robustness | 0.013 |
5. Discussion
5.1. Results and Findings
5.2. Managerial Implications
| Main Dimension | Indicators | Operational Definition/Brief Analysis | Source |
|---|---|---|---|
| Technological readiness | Network capability for leveraging emerging technologies; Quality of technological infrastructure in reducing staff workload; Adoption and utilization of emerging technologies; Degree of administrative task automation | These indicators assess the hospital’s technological preparedness, including the effectiveness of communication networks for emerging technologies, IT infrastructure supporting staff efficiency, adoption of innovations like IoT and AI, and automation of routine administrative tasks. Collectively, they link digital readiness with operational and human-centered outcomes. | (5, 75, 76, 81-83) |
| Human-centered organizational development | Strategies for enhancing the wellbeing of staff, patients, and the community; Access to advanced technology training; Mechanisms supporting innovation; Readiness for organizational change | These indicators evaluate the hospital’s focus on human-centered management, including staff well-being initiatives, training in emerging technologies, mechanisms to promote and support innovation, and overall readiness of employees to accept organizational changes. Collectively, they capture not only the technological and operational aspects but also the wellbeing and engagement of staff, patients, and the broader community. | (77, 84-87) |
| Sustainability | Degree of application of emerging technologies to decrease environmental impacts; Implementation of circular waste management practices; Degree of setting environmental sustainability goals | These indicators collectively evaluate the hospital’s readiness for digital and operational sustainability, its commitment to minimizing environmental impact and waste through circular management practices, and its organizational focus on achieving defined sustainability goals. | (81, 88-90) |
| Resilience | Effectiveness and efficiency of crisis response programs; The degree of redundancy in health system; The degree of hospital financial reserve | These indicators collectively capture the hospital’s resilience, reflecting its ability to respond effectively and efficiently to unexpected events, maintain backup systems, and preserve financial resources to ensure continuity. | (60, 91, 92) |

