{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,16]],"date-time":"2026-01-16T13:19:22Z","timestamp":1768569562960,"version":"3.49.0"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643685335","type":"electronic"}],"license":[{"start":{"date-parts":[[2024,8,22]],"date-time":"2024-08-22T00:00:00Z","timestamp":1724284800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,8,22]]},"abstract":"<jats:p>Objective evaluation of microsurgical technique quality is vital for successful training in neurosurgery. This study aimed to assess the accuracy of automatically detecting a neurosurgeon\u2019s proper posture and hand positioning using computer vision. We employed the RTMPose neural network model to identify key anatomical points in the neurosurgeon\u2019s projection and calculated various angles formed by connecting these points. By utilizing machine learning on these angles, we were able to classify images of the surgeon\u2019s posture and hands into correct positions and various types of errors with an accuracy of at least 0.9. Computer vision enables successful detection and objective assessment of the neurosurgeon\u2019s posture and hand positions. The high accuracy of this detection can pave the way for a new training approach in neurosurgery.<\/jats:p>","DOI":"10.3233\/shti240564","type":"book-chapter","created":{"date-parts":[[2024,8,23]],"date-time":"2024-08-23T09:52:10Z","timestamp":1724406730000},"source":"Crossref","is-referenced-by-count":4,"title":["Computer Vision for Assessing Surgical Movements in Neurosurgery"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1442-5993","authenticated-orcid":false,"given":"Gleb","family":"Danilov","sequence":"first","affiliation":[{"name":"Laboratory of Biomedical Informatics and Artificial Intelligence, Department of Neurosurgery, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation"}]},{"given":"Vasiliy","family":"Kostyumov","sequence":"additional","affiliation":[{"name":"Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow, Russian Federation"}]},{"given":"Oleg","family":"Pilipenko","sequence":"additional","affiliation":[{"name":"Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow, Russian Federation"}]},{"given":"Eugeniy","family":"Ilyushin","sequence":"additional","affiliation":[{"name":"Faculty of Computational Mathematics and Cybernetics, Lomonosov Moscow State University, Moscow, Russian Federation"}]},{"given":"David","family":"Pitskhelauri","sequence":"additional","affiliation":[{"name":"Laboratory of Biomedical Informatics and Artificial Intelligence, Department of Neurosurgery, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation"}]},{"given":"Alexandra","family":"Zelenova","sequence":"additional","affiliation":[{"name":"N.I. Pirogov Russian National Research Medical University, Moscow, Russian Federation"}]},{"given":"Andrey","family":"Bykanov","sequence":"additional","affiliation":[{"name":"Laboratory of Biomedical Informatics and Artificial Intelligence, Department of Neurosurgery, National Medical Research Center for Neurosurgery named after N.N. Burdenko, Moscow, Russian Federation"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Digital Health and Informatics Innovations for Sustainable Health Care Systems"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI240564","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,23]],"date-time":"2024-08-23T09:52:11Z","timestamp":1724406731000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI240564"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,8,22]]},"ISBN":["9781643685335"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti240564","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,8,22]]}}}