Table 2 Themes, subthemes, and their frequencies in this study (N = 33)
Themes and Subthemes | Frequency n(%) |
|---|---|
1. Clinical Decision-Making Process with AI | |
1a. Integration of AI Recommendations with Clinical Expertise | 31 (93.9%) |
1b. Evolution of Critical Thinking in AI-Enhanced Environment | 29 (87.9%) |
1c. Risk Assessment and Safety Considerations | 30 (90.9%) |
2. Professional Practice Transformation | |
2a. Shifting Role Boundaries and Responsibilities | 28 (84.8%) |
2b. Adaptation to AI-Enhanced Workflows | 27 (81.8%) |
2c. Professional Identity in the AI Era | 29 (87.9%) |
3. Organizational and Systemic Factors | |
3a. Infrastructure and Resource Requirements | 32 (97.0%) |
3b. Training and Competency Development | 30 (90.9%) |
3c. Policy and Protocol Integration | 28 (84.8%) |
4. Cultural and Contextual Influences | |
4a. Saudi Healthcare System Dynamics | 31 (93.9%) |
4b. Family-Centered Care with AI Integration | 29 (87.9%) |
4c. Cultural Considerations in AI Adoption | 27 (81.8%) |
5. Implementation Challenges and Solutions | |
5a. Technical and Practical Barriers | 32 (97.0%) |
5b. Strategic Solutions and Workarounds | 30 (90.9%) |
5c. Future Development Needs | 28 (84.8%) |