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Agreement Between Novice Visual Assessment and Classifications Derived from Markerless Motion Capture During
Christopher Voltmer1, Casey Imperio1
1Doctor of Physical Therapy Program, Touro University, Central Islip, NY 11722, USA.
Healthcare (Basel, Switzerland)
|June 12, 2026
Summary
Visual assessment of sit-to-stand (STS) transfers shows high rater agreement but low chance-corrected agreement with motion capture. Novice physical therapy students systematically disagreed with motion capture, highlighting differences in classification methods.
Area of Science:
- Rehabilitation Science
- Biomechanics
- Movement Analysis
Background:
- Visual assessment is standard for evaluating movement quality in rehabilitation, particularly for sit-to-stand (STS) transfers.
- The alignment between observational ratings and objective motion capture data is not well understood.
- This study investigates agreement between novice visual assessments and markerless motion capture classifications during STS.
Purpose of the Study:
- To compare novice observational ratings of sit-to-stand (STS) performance with classifications derived from a markerless motion capture system.
- To assess inter-rater reliability among novice observers.
- To evaluate agreement between visual assessment and motion capture during STS across different seating conditions.
Main Methods:
- Fifty healthy adults performed STS transfers from three different seating surfaces.
- Two physical therapy students provided observational ratings using a standardized rubric.
- A portable markerless motion capture system recorded kinematics, which were classified by severity.
Main Results:
- High exact agreement (82.3-82.9%) was found between novice raters, but low chance-corrected agreement (Krippendorff's alpha = 0.250-0.323) indicated restricted scale use.
- Agreement between observational and motion capture classifications was low, with negative alpha values (α = -0.224 to -0.561).
- Observational raters tended to assign lower severity classifications than motion capture.
Conclusions:
- Novice raters exhibit low chance-corrected agreement and systematic disagreement with motion capture during STS performance.
- Differences in classification approaches and operational definitions contribute to the observed disagreements.
- Further research is needed to explore these patterns in clinical populations and with varied measurement techniques.
