none
Signals are within expected range. Continue wellness support. No crisis markers.
Responsible AI evaluation
VitaTwin orients product evaluation toward these healthcare AI frameworks. Listing them is not a claim of certification.
concerning
Elevated distress or dysregulation. Suggest trusted support and clinician review. Still non-diagnostic.
urgent
Crisis markers. Direct to emergency / local crisis lines. VitaTwin never provides harmful guidance.
ELCAP
Evaluation of large clinical AI products, safety, utility, and deployment readiness.
QUEST
Quality, utility, ethics, safety, and transparency for health AI systems.
FUTURE-AI
International consensus on trustworthy AI in medical imaging and healthcare.
TEHAI
Translational evaluation of healthcare AI across technical and clinical dimensions.
DECIDE-AI
Reporting guideline for early-stage clinical evaluation of decision-support AI.
Healthcare AI adoption process framework
Organizational process for adopting AI into care pathways and operations.
SALIENT
Structured assessment of AI learning, evidence, and implementation in health.
AI evidence pathway
Evidence generation pathway from prototype to clinical and regulatory use.
FURM
Framework for understanding and reporting model performance in medicine.
AI for IMPACTS
Impact-oriented evaluation spanning clinical, equity, and system outcomes.
DiME playbook
Digital Medicine Society playbook for digital endpoints and evidence.
Human evaluation of LLMs in healthcare
Human-in-the-loop evaluation of large language models used in clinical contexts.