Movement-evoked pain analysis for guarding and function studies
Measure movement behavior during pain research tasks while keeping self-report, clinical context, and rater interpretation central.

What the camera can measure
These outputs are designed for study comparison, rater review, and statistical analysis. They are not diagnostic claims.
Movement avoidance
reduced range, slow initiation, or early task stop
Guarding event
protective posture, hand placement, or altered movement path
Task timing
start latency, movement duration, pause, and completion
Facial action review
visible facial keypoints during approved tasks
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
- sit-to-stand
- trunk flexion
- reach task
- walk test
- facial expression review
Researcher annotations
- self-reported pain
- task instruction
- movement stop
- guarding review
- medication timing
Export fields
- task duration
- range proxy
- guarding events
- pause timing
- paired self-report
Camera setup
Full-body camera for movement tasks; optional face view only when approved by consent and protocol.
Metrics, video signals, and comparators
What is established
Movement-evoked pain, guarding, facial expression, and function tasks are studied alongside self-report and clinical measures.
What ConductVision quantifies
ConductVision measures visible movement and expression events for review, pairing each output with protocol annotations.
What still needs validation
Pain intensity, causality, and clinical meaning require self-report, clinical context, and study-specific validation.
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.
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.
Adjacent human movement pages
Physical therapy outcomes
Measure range of motion, exercise form, repetition quality, task timing, and visit-to-visit progress.
Open pageFacial affect and mental health research
Measure facial expression dynamics, speaking-task affect, blunted expression proxies, and review flags.
Open pageOrthopedic recovery
Measure step-downs, squats, range of motion, gait compensation, and side-to-side recovery.
Open pageTelemedicine movement assessment
Guide home video capture, quality checks, task review, and exportable movement measures.
Open pageBring pain and movement guarding 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.
