FACS-Grounded Facial-Movement Feedback for Clinician Training
Time-coded Action-Unit feedback that lets clinician trainees review their own observable facial movements in recorded simulations, designed to work behind surgical masks. Non-diagnostic and clinician-led — it does not diagnose, assess patients, or infer empathy or emotion.
Trainees rarely see what their own face was doing on camera
Standardized-patient encounters and OSCE simulations are powerful, but rater judgment is subjective, slow, and hard to scale. Trainees rarely get to review, frame by frame, the observable facial movements their own face made during a difficult disclosure or a patient outburst.
Clinicians also routinely wear masks, so the lower-face cues trainers often focus on are unavailable in real practice. Mental Edge is a training-feedback and review tool only — it is non-diagnostic, does not assess patients, and cannot infer empathy, emotion, or any inner state of the trainee or the standardized patient.
Time-coded Action-Unit feedback the trainee can review in playback
Mental Edge analyzes recorded simulation encounters and shows the trainee's per-second Action Unit trajectory alongside the standardized patient's, each point linked to the moment in the video. Trainees can review exactly when a concern-associated AU combination (for example AU1 + AU4) appeared or dropped and compare their facial movement with their words.
Faculty get cohort-level dashboards that summarize these observable facial-movement measurements across rotations so a clinician-educator can decide which trainees to coach. The reports describe facial movement for human, clinician-led interpretation; they do not score empathy, diagnose anyone, or make any clinical determination.
Capabilities
- Mask-aware analytics — Upper-face AUs (AU1, AU4, AU6, AU7) remain observable behind a surgical mask. The system is built for the real clinical environment, not a hypothetical one.
- Side-by-side patient and clinician analysis — Review the observable facial movements of trainee and standardized patient frame by frame, linked to the timeline, so a clinician-educator can discuss the exact moments worth revisiting.
- FACS-grounded OSCE supplements — Add a consistent, time-coded record of observable facial movement to complement rater scoring. Clinician raters still make the assessment; the measurements give them repeatable evidence to review.
- PII-free by default — Stateless processing. Audit logs. Edge deployment available for facilities that cannot send video off-site.
Frequently Asked Questions
Does this diagnose patients or assess empathy?
No. Mental Edge is non-diagnostic and clinician-led. It does not diagnose anyone, does not assess patients, and cannot infer empathy, emotion, or any inner state. It reports observable facial-movement signals from recorded training encounters for a qualified clinician-educator to interpret.
Does this replace standardized-patient assessment?
No. Mental Edge supplements rater-based OSCE scoring with a time-coded record of observable Action-Unit movement. Trained clinician raters make the assessment; the platform gives them repeatable facial-movement evidence to review.
Will it work when clinicians wear masks?
Yes. The system is built around upper-face Action Units that remain observable behind surgical masks. Lower-face AUs are scored when visible and simply reported as unavailable when not.
How is patient privacy protected in simulation recordings?
Mental Edge is stateless by default — frames are processed and facial-movement vectors stored, raw video is not retained unless explicitly opted in. Edge deployment keeps everything on-premises.
What is the basis for facial-movement feedback in clinical training?
The underlying methodology — FACS — is a decades-old, peer-reviewed system for describing observable facial movement. Mental Edge applies the same Action-Unit framework to give trainees reviewable feedback; it does not add any diagnostic or emotional claim on top of the observed movement.
Can this be integrated with our LMS?
Yes. Mental Edge supports SSO and exports per-trainee facial-movement reports compatible with major LMS platforms — contact info@mentaledge.ai for specifics.
What's the cost for a medical school?
Pro + Analytics is $129.99/month per seat. Volume pricing for residency programs and medical schools is available — contact info@mentaledge.ai.
Recommended tier: Pro + Analytics ($129.99/mo) — Cohort dashboards, longitudinal tracking, and side-by-side review require the Pro + Analytics tier.
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