
Clinical question
Can smartphone photographs and built-in sensors support reliable upper-extremity ROM measurement?
Study design
The authors synthesized 31 studies published from 2001 to 2023, comparing smartphone-based photography or sensors with standard goniometric methods for hand and upper-limb range of motion.
What the researchers found
Eleven of twelve photography studies reported good-to-excellent reliability or validity. Evidence quality was mixed and assessment protocols differed across studies.
Why this matters for MedMeters
This supports a careful MedMeters Hand roadmap, especially calibrated photography and repeatable acquisition rather than assuming every joint can be inferred from a single uncalibrated pose estimate.
What this does not prove
Smartphone photography is not identical to automated computer vision; this review does not validate MedMeters hand-joint angles. Occlusion, perspective, sensor choice and repeatability still need separate tests.
Reliability and validity of using smartphone sensor and photography to measure hand and upper extremity joint range of motion: A systematic review
Systematic review · Journal of Hand Therapy · 2026
DOI: 10.1016/j.jht.2025.04.018