Affective scienceProtocol review

Facial affect analysis for mental health research tasks

Measure observable facial-expression behavior in approved research tasks while avoiding diagnostic claims and preserving rater review.

Clinical researchLongitudinal studiesRemote or lab captureBehavioral research
Adult participant completing a facial expression research task with privacy-conscious facial landmark measurement.
Study measures

What the camera can measure

These outputs are designed for study comparison, rater review, and statistical analysis. They are not diagnostic claims.

Expression amplitude proxy

mouth, brow, cheek, and eye landmark movement

Expression timing

onset, peak, offset, and duration of visible expression

Speaking-task affect

facial movement during speech or interview prompt

Quality and consent flag

face visibility, occlusion, lighting, and approved use

Study setup

Build the task around your protocol

ConductVision works best when the task, camera setup, annotations, and export fields are defined before the first participant visit.

Task presets

  • emotion expression task
  • speaking task
  • social video response
  • neutral-to-expressive transition

Researcher annotations

  • task prompt
  • self-report pairing
  • rater label
  • occlusion flag
  • consent scope

Export fields

  • facial landmark time series
  • expression event timing
  • review labels
  • quality flags

Camera setup

Consented face-visible camera setup with lighting and privacy controls documented in the protocol.

Outcome table

Metrics, video signals, and comparators

Metric
Expression amplitude proxy
Video signal
mouth, brow, cheek, and eye landmark movement
Interpretation
visible expression change during task
Comparator
facial action coding or rater score
Expression timing
Video signal
onset, peak, offset, and duration of visible expression
Interpretation
temporal dynamics during the research prompt
Comparator
behavioral coding
Speaking-task affect
Video signal
facial movement during speech or interview prompt
Interpretation
observable affective behavior for review
Comparator
clinician-rated affect scale
Quality and consent flag
Video signal
face visibility, occlusion, lighting, and approved use
Interpretation
whether analysis is appropriate for the recording
Comparator
researcher review

What is established

Facial expression coding and affective behavior tasks are used in psychology, psychiatry, and affective science research.

What ConductVision quantifies

ConductVision measures visible facial landmark changes and event timing for reviewable research coding.

What still needs validation

Mental health inference, emotion labels, and diagnostic interpretation require validated instruments and qualified reviewers.

Data export

Reviewable data for analysis teams

Exports are built for study notebooks, statistical analysis, and rater review. The video remains available for audit when the protocol allows it.

CSV task summary by participant, visit, and session
Frame-level landmark coordinates with confidence values
Event timestamps for starts, stops, repetitions, pauses, and task phases
JSON review files for overlays, researcher notes, and audit history
Evidence

Scientific context for the task family

These links point to the measurement areas researchers commonly use when validating a protocol.

Research-use measurement note

ConductVision outputs are research-use measurements unless a customer has completed their own clinical validation, regulatory review, and intended-use controls. The study team remains responsible for consent, privacy, camera calibration, rater review, and clinical interpretation.

Talk to a human movement specialist

Bring facial affect and mental health research into a real study protocol

Share the task, participant population, camera constraints, and outcomes you need to compare. We will help map what can be measured and what needs validation.