medmeters.
MARKERLESS MOTION · 2023

OpenCap: movement analysis using ordinary smartphones

Modern smartphones can estimate clinically relevant movement features under controlled conditions.

Knee movement being assessed in a clinical setting
MedMeters literature review prepared 31 October 2026. The year in the article heading refers to the original study publication, not an earlier MedMeters posting date.
4.5°mean joint-angle error in lab validation · findings from external research

Clinical question

Can consumer smartphone videos estimate body kinematics and dynamics without a conventional motion-capture laboratory?

Study design

The Stanford research team combined pose estimation, biomechanical modeling and physics-based simulation. In a laboratory validation with ten healthy participants, measurements from two iPhones were compared against marker-based motion capture and force plates.

What the researchers found

OpenCap estimated joint angles with a mean absolute error of 4.5° across the evaluated activities. The work also assessed dynamic outputs such as joint moments and ground-reaction forces.

Why this matters for MedMeters

The study motivates MedMeters’ ambition to make reproducible movement measurements accessible outside specialized motion labs. It also suggests a sensible validation strategy: compare each protocol against an appropriate reference.

What this does not prove

This is a two-phone system in a small healthy cohort, not validation of a single-phone MedMeters protocol. Joint-specific errors and protocol context matter; an error of several degrees may exceed the smallest change that a clinician hopes to detect.

Original peer-reviewed publication

OpenCap: Human movement dynamics from smartphone videos
Uhlrich et al. · PLOS Computational Biology · 2023
DOI: 10.1371/journal.pcbi.1011462

External scientific evidence summary. Not medical advice. MedMeters is a concept under development and has not been evaluated in these studies. Clinical claims, validation and regulatory status must be established separately.