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Thematic Map
Participant Groups
Nurses
Admin
Allied Health Science
Doctors
Town House
Students
1. Mainly for Operational-level use


2. Automating repetitive nursing duties

1. Job security concerns


2. Focus on documentation, scheduling, and report generation

1. AI integration with monitoring and therapy planning systems


2. Highlighted advanced assistive technologies cost - barrier

1. AI to assist and not to serve or replace


2. Accountability and liability

1. multidisciplinary AI applications


2. change management and system-level integration

1. Worried about skill decay


2. Career disruptor

1. All groups described AI as a “co-pilot” — valuable for assistance but not autonomy.


2. AI recognized as time-saving and accuracy-enhancing across clinical, academic, and admin settings.

3. All cadres demanded structured AI training, clear SOPs, and ethical guidelines.

Perceptions of AI in Healthcare
Current Uses of AI
Barriers to Adoption
Facilitators for Adoption
Training Needs & Knowledge
Cadre-Specific Aspects
Expectations from AI in Healthcare
1. Efficiency & Speed


2. Support Role (Not Replacement)

3. Overreliance & Loss of Clinical Thinking

4. Reliability & Accuracy Gap

1. Academic & Research Support


2. Clinical Documentation & Imaging Support

3. Administrative & Workflow Simplification

4. Teaching & Learning Applications

1. Efficiency & Speed


2. Support Role (Not Replacement)

3. Overreliance & Loss of Clinical Thinking

4. Reliability & Accuracy Gap

1. Efficiency & Time Saving


2. Workflow Support & Integration

3. Institutional Support & Governance

4. Peer Learning & Change Management

1. Support Role with Human Oversight


2. Responsible & Ethical Uses

3. Guidelines & Governance Needs

4. Data Management & Clinical Decision Support

1. Generational Gap in Adoption


2. Accountability Burden on Nurses

3. Loss of Fundamental Clinical Skills

4. Limits in Patient Interaction & Human Touch

1. Academic & Research Support; 2. Clinical Documentation & Imaging Support


3. Administrative & Workflow Simplification

4. Teaching & Learning Applications

Color Codes


Common Highlights across all groups

Unique Highlights across all groups

Group Discussion Departments

Each theme characteristics

Themes Classification

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