Clinician communication training
Revisit visible communication moments in recorded simulations while leaving clinical meaning with qualified human reviewers.
Buyer
Medical-education programs, simulation centers, and communication-training providers.
Consented input
Consented simulated encounter video, with scenario, purpose, access, and retention rules recorded separately.
API role
Surface time-coded movement signals as a reference beside the original simulation recording.
Human review and action
A facilitator discusses the recording with the learner and actor. No model score becomes a clinical conclusion.
Business value
Evaluate whether the review aid helps locate discussion points without claiming a clinical or training outcome.
Proof and validation
Define facilitator agreement, scenario-specific review criteria, and a non-diagnostic boundary before evaluation.
Implementation path
- Approve the scenario and consent process
- Capture and identify the simulation
- Review completed analysis beside the footage
- Facilitator checks observations before discussion
Explicit boundaries
- Patient diagnosis or triage
- Inferring pain, distress, or health
- Evaluating clinician suitability
All workflows Integration readinessBefore you start
Write down the purpose, the people involved, and the question a reviewer will answer. Obtain appropriate consent before recording or processing media. Decide who can access footage and when your team will delete it. These are responsibilities to plan, not a claim that the API supplies a consent or retention system.
Keep the proposed use separate from judging a person's feelings, health, or suitability. For workplace and educational contexts, consider EU AI Act Article 5(1)(f). It prohibits emotion-inference AI there, except for medical or safety reasons, from February 2, 2025. Talk to counsel about your use case. This is not legal advice.
Example review loop
Choose a consented simulation and define a communication question with the facilitator. Review a time-coded movement signal alongside the recording and the simulation context. Invite the learner and actor to describe the moment before discussing it. The score does not establish empathy, pain, distress, or clinical competence.
Keep this proposed review separate from patient care, diagnosis, and triage. Do not assume that a medical-education setting automatically qualifies for a legal exception. Record unresolved interpretation questions and let qualified reviewers decide whether another discussion is appropriate. A movement observation must not become an assessment of clinician suitability.
How to measure whether it helps
Reserve held-out clips before changing the review protocol. Ask independent reviewers to apply the same written codebook, then inspect disagreements. Noldus The Observer XT supports inter-rater reliability using Cohen's kappa. BORIS is a free, open-source event-logging tool for video, audio, and live observation. These are separate tools, not built-in Mental Edge integrations.
Choose agreement criteria before seeing results, and retain an uncertain or unusable category. Record whether reviewers locate useful moments without mistaking agreement for emotional truth. Report failures alongside useful observations. This is a suggested evaluation loop, not a claim of measured improvement.
What it is not for
Barrett and colleagues describe why expressions should not be read as a person's emotion from the face alone. Keep the explicit boundaries above throughout your proposed implementation. The workflow is not for hiring, promotion, diagnosis, deception detection, threat assessment, student scoring, or surveillance.