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From principle to practice: Developing a digital-age clinical artificial intelligence ethics competence framework
Humairah Zainal1, Voo Teck Chuan2,3, Xin Xiaohui1
1Health Services Research Unit, Singapore General Hospital, Singapore.
Medical Education
|March 5, 2026
Summary
Early-career doctors face AI ethics challenges not covered by traditional training. A new framework, Digital-Age Clinical AI Ethics Competence (DCEC), is proposed to build essential ethical skills for AI-assisted healthcare.
Area of Science:
- Medical Ethics
- Artificial Intelligence in Healthcare
- Clinical Education
Background:
- Clinical AI integration presents novel ethical challenges for healthcare professionals.
- Traditional medical ethics education may not adequately prepare clinicians for AI-related dilemmas.
- Limited empirical data exists on clinicians' experiences with AI ethics in practice.
Purpose of the Study:
- To explore early-career doctors' perceptions of ethical dilemmas in clinical AI use.
- To identify practical ethical challenges arising from AI in healthcare settings.
- To develop an operationalised competence framework for medical education on AI ethics.
Main Methods:
- Semi-structured interviews with 30 early-career doctors in Singapore (1-5 years post-graduation).
- Purposive sampling ensured diversity across specialties and institutions.
- Reflexive thematic analysis informed by bioethical principles (autonomy, beneficence, non-maleficence, justice).
Main Results:
- Participants reported limited formal AI ethics education.
- Seven key ethical challenges identified: system opacity, dataset bias, data privacy, output contextualisation, hallucinations, accountability, and cognitive offloading.
- Classical bioethical principles were reframed through epistemic, relational, and institutional lenses.
Conclusions:
- Ethical competence in AI-mediated care requires integrated epistemic and relational capacities, extending beyond technical skills.
- The Digital-Age Clinical AI Ethics Competence (DCEC) framework is proposed, comprising epistemic awareness, relational integrity, reflexive accountability, and adaptive professionalism.
- The DCEC framework includes practical learning activities and assessment strategies for curriculum development.
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