{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T18:09:23Z","timestamp":1784225363474,"version":"3.55.0"},"reference-count":34,"publisher":"SAGE Publications","license":[{"start":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T00:00:00Z","timestamp":1783987200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"funder":[{"DOI":"10.13039\/501100013348","name":"Innosuisse - Schweizerische Agentur f\u00fcr Innovationsf\u00f6rderung","doi-asserted-by":"publisher","award":["104.165 IP-LS"],"award-info":[{"award-number":["104.165 IP-LS"]}],"id":[{"id":"10.13039\/501100013348","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Shoulder &amp; Elbow"],"abstract":"<jats:sec>\n                    <jats:title>Aim<\/jats:title>\n                    <jats:p>Shoulder dysfunction commonly limits daily activities and independence. Evaluation of shoulder range of motion (ROM) is essential for diagnosis, treatment planning, and rehabilitation. This study evaluated the validity and robustness of Maia, an artificial intelligence-based video analysis tool, compared with optical motion capture (OMC; gold standard) and visual estimation by a shoulder surgeon (standard of care, SOC).<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>Thirty-six patients with unilateral shoulder conditions (rotator cuff lesions, instability or ligament rupture) performed shoulder movements. ROM was measured simultaneously using Maia, OMC and SOC. Criterion validity was assessed by comparing Maia and SOC to OMC. Robustness to small camera misalignment was evaluated by testing Maia under optimal and 10\u00b0-offset camera positions. Agreement was assessed using Bland\u2013Altman limits of agreement (LOA) and linear mixed models.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Maia showed small mean differences relative to OMC and no significant measurement differences. In contrast, SOC overestimated ROM for flexion and internal rotation with the shoulder abducted to 90\u00b0 (high internal rotation). Bland\u2013Altman LOA for Maia were approximately \u00b120\u00b0 for most movements and exceeded \u00b130\u00b0 for internal rotation, indicating substantial variability at the individual level despite small average differences between methods. Maia's performance remained stable under small camera misalignment.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>Findings suggest Maia provides clinically useful shoulder ROM estimates under controlled conditions and may be suitable for longitudinal monitoring or telehealth applications, with limitations for internal rotation.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1177\/17585732261468616","type":"journal-article","created":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T13:07:52Z","timestamp":1784034472000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["Validity and robustness of an AI-based tool for the assessment of shoulder joint range of motion in patients with shoulder pathologies"],"prefix":"10.1177","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3453-4476","authenticated-orcid":false,"given":"Romina","family":"Willi","sequence":"first","affiliation":[{"name":"Human Performance Lab, Schulthess Klinik, Z\u00fcrich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Eva","family":"Schulz","sequence":"additional","affiliation":[{"name":"Kardinal Schwarzenberg Klinikum, Schwarzach im Pongau, Austria"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Rode","sequence":"additional","affiliation":[{"name":"Sensory-Motor Systems (SMS) Lab, Institute of Robotics and Intelligent Systems (IRIS), Department of Health Sciences and Technology (D-HEST), ETH Zurich, Zurich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tim","family":"Schneller","sequence":"additional","affiliation":[{"name":"Department for Shoulder and Elbow Surgery, Schulthess Klinik, Z\u00fcrich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Philipp","family":"Moroder","sequence":"additional","affiliation":[{"name":"Department for Shoulder and Elbow Surgery, Schulthess Klinik, Z\u00fcrich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3962-3996","authenticated-orcid":false,"given":"Laurent","family":"Audig\u00e9","sequence":"additional","affiliation":[{"name":"Surgical Outcome Research Center, University Hospital Basel, University of Basel, Basel, Switzerland"},{"name":"Research and Development Department, Schulthess Klinik, Z\u00fcrich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mario","family":"Bizzini","sequence":"additional","affiliation":[{"name":"Human Performance Lab, Schulthess Klinik, Z\u00fcrich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5670-286X","authenticated-orcid":false,"given":"Nicola A","family":"Maffiuletti","sequence":"additional","affiliation":[{"name":"Human Performance Lab, Schulthess Klinik, Z\u00fcrich, Switzerland"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"179","published-online":{"date-parts":[[2026,7,14]]},"reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jse.2014.01.006"},{"key":"e_1_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1093\/ptj\/67.12.1867"},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jos.2017.11.016"},{"key":"e_1_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.apmr.2004.12.031"},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11517-009-0487-3"},{"key":"e_1_3_2_7_2","doi-asserted-by":"publisher","DOI":"10.1186\/s12891-019-2930-4"},{"key":"e_1_3_2_8_2","doi-asserted-by":"publisher","DOI":"10.3390\/s21175761"},{"key":"e_1_3_2_9_2","doi-asserted-by":"publisher","DOI":"10.1080\/03091902.2020.1713240"},{"key":"e_1_3_2_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jelekin.2018.02.011"},{"key":"e_1_3_2_11_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbiomech.2020.109820"},{"key":"e_1_3_2_12_2","doi-asserted-by":"crossref","unstructured":"Robertson D Caldwell G Hamill J et al. 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