Back to search

Article

PhysiCase: Development and dual-layer validation of synthetic cases for health professional education: A pilot study leveraging Generative AI

2026-06-09

Abstract excerpt

High-quality, domain-specific datasets are foundational to advancing educational tools and AI systems in healthcare, yet assembling case repositories from real-world clinical records faces substantial privacy, ethical, and licensing barriers. Synthetic data generation offers a compelling pathway forward, but educational cases require rigorous validation to ensure clinical plausibility and pedagogical utility. This...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
ef338724-f978-5535-b4e7-d228f4416e7c
DOI
10.64898/2026.06.07.26355114
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
PhysiCase: Development and dual-layer validation of synthetic cases for health professional education: A pilot study leveraging Generative AIDOI 10.64898/2026.06.07.26355114
Bridging AI and Healthcare: A Scoping Review of Retrieval-Augmented Generation—Ethics, Bias, Transparency, Improvements, and ApplicationsSemantic proximity
Representation Before Retrieval: Structured Patient Artifacts Reduce Hallucination in Clinical AI SystemsSemantic proximity
Autonomous generation of decision-grade clinical evidenceSemantic proximity
AI-generated data contamination erodes pathological variability and diagnostic reliabilitySemantic proximity
Reproducible Generative AI Evaluation for Healthcare: A Clinician-in-the-Loop ApproachSemantic proximity
Development and retrospective validation of SCOUT: scalable clinical oversight of large language models via uncertainty triangulationSemantic proximity
AI-generated data contamination erodes pathological variability and diagnostic reliabilitySemantic proximity
Vertical Model Paradox: Systemic Ethical Blind Spots in Domain-Specific Medical AISemantic proximity
Evidence-grounded AI for longitudinal clinical management in musculoskeletal careSemantic proximity
AI-Powered Physiotherapy: Evaluating LLMs Against Students in Clinical Rehabilitation ScenariosSemantic proximity
Generative AI-powered simulated patients in medical and healthcare education: A scoping review and meta analysisSemantic proximity
MedGenesis: Toward a World Model for Autonomous Clinical and Translational ResearchSemantic proximity
Select a neighboring publication to make it the new centre.