{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T12:49:10Z","timestamp":1777726150827,"version":"3.51.4"},"reference-count":29,"publisher":"Springer Science and Business Media LLC","issue":"9","license":[{"start":{"date-parts":[[2016,8,27]],"date-time":"2016-08-27T00:00:00Z","timestamp":1472256000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int J CARS"],"published-print":{"date-parts":[[2016,9]]},"DOI":"10.1007\/s11548-016-1468-2","type":"journal-article","created":{"date-parts":[[2016,8,27]],"date-time":"2016-08-27T11:18:07Z","timestamp":1472296687000},"page":"1623-1636","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":76,"title":["Automated video-based assessment of surgical skills for training and evaluation in medical schools"],"prefix":"10.1007","volume":"11","author":[{"given":"Aneeq","family":"Zia","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yachna","family":"Sharma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vinay","family":"Bettadapura","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Eric L.","family":"Sarin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Thomas","family":"Ploetz","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mark A.","family":"Clements","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Irfan","family":"Essa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,8,27]]},"reference":[{"issue":"6","key":"1468_CR1","doi-asserted-by":"crossref","first-page":"800","DOI":"10.1016\/j.jsurg.2013.02.001","volume":"70","author":"BM Dennis","year":"2013","unstructured":"Dennis BM, Long EL, Zamperini KM, Nakayama DK (2013) The effect of the 16-hour intern workday restriction on surgical residents\u2019 in-hospital activities. J Surg Educ 70(6):800\u2013805","journal-title":"J Surg Educ"},{"issue":"1","key":"1468_CR2","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1006\/jsre.2002.6401","volume":"104","author":"S Awad","year":"2002","unstructured":"Awad S, Liscum K, Aoki N, Awad S, Berger D (2002) Does the subjective evaluation of medical student surgical knowledge correlate with written and oral exam performance? J Surg Res 104(1):36\u201339","journal-title":"J Surg Res"},{"issue":"2","key":"1468_CR3","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1002\/bjs.1800840237","volume":"84","author":"J Martin","year":"1997","unstructured":"Martin J, Regehr G, Reznick R, MacRae H, Murnaghan J, Hutchison C, Brown M (1997) Objective structured assessment of technical skill (osats) for surgical residents. Br J Surg 84(2):273\u2013278","journal-title":"Br J Surg"},{"issue":"25","key":"1468_CR4","doi-asserted-by":"crossref","first-page":"2664","DOI":"10.1056\/NEJMra054785","volume":"355","author":"R Reznick","year":"2006","unstructured":"Reznick R, MacRae H (2006) Teaching surgical skills-changes in the wind. N Engl J Med 355(25):2664","journal-title":"N Engl J Med"},{"issue":"9","key":"1468_CR5","doi-asserted-by":"crossref","first-page":"479","DOI":"10.3109\/0142159X.2011.590558","volume":"33","author":"T Yu","year":"2011","unstructured":"Yu T, Wheeler B, Hill A (2011) Clinical supervisor evaluations during general surgery clerkships. Med Teach 33(9):479\u2013484","journal-title":"Med Teach"},{"issue":"3","key":"1468_CR6","doi-asserted-by":"crossref","first-page":"372","DOI":"10.1016\/j.amjsurg.2006.06.001","volume":"192","author":"V Datta","year":"2006","unstructured":"Datta V, Bann S, Mandalia M, Darzi A (2006) The surgical efficiency score: a feasible, reliable, and valid method of skills assessment. Am J Surg 192(3):372\u2013378","journal-title":"Am J Surg"},{"issue":"7422","key":"1468_CR7","doi-asserted-by":"crossref","first-page":"1032","DOI":"10.1136\/bmj.327.7422.1032","volume":"327","author":"K Moorthy","year":"2003","unstructured":"Moorthy K, Munz Y, Sarker SK, Darzi A (2003) Objective assessment of technical skills in surgery. BMJ Br Med J 327(7422):1032","journal-title":"BMJ Br Med J"},{"key":"1468_CR8","doi-asserted-by":"crossref","unstructured":"Twinanda AP, Shehata S, Mutter D, Marescaux J, de\u00a0Mathelin M, Padoy N (2016) Endonet: a deep architecture for recognition tasks on laparoscopic videos. arXiv preprint arXiv:1602.03012","DOI":"10.1109\/TMI.2016.2593957"},{"key":"1468_CR9","doi-asserted-by":"crossref","unstructured":"Lea C, Hager GD, Vidal R (2015) An improved model for segmentation and recognition of fine-grained activities with application to surgical training tasks. In: 2015 IEEE winter conference on applications of computer vision, pp 1123\u20131129","DOI":"10.1109\/WACV.2015.154"},{"key":"1468_CR10","doi-asserted-by":"crossref","unstructured":"Zia A, Sharma Y, Bettadapura V, Sarin EL, Clements MA, Essa I (2015) Automated assessment of surgical skills using frequency analysis. In: Medical image computing and computer-assisted intervention\u2013MICCAI 2015. Springer, pp 430\u2013438","DOI":"10.1007\/978-3-319-24553-9_53"},{"key":"1468_CR11","doi-asserted-by":"crossref","unstructured":"Sharma Y, Pl\u00f6tz T, Hammerla N, Mellor S, Roisin M, Olivier P, Deshmukh S, McCaskie A, Essa I (2014) Automated surgical OSATS prediction from videos. In: ISBI, IEEE","DOI":"10.1109\/ISBI.2014.6867908"},{"key":"1468_CR12","unstructured":"Sharma Y, Bettadapura V, Pl\u00f6tz T, Hammerla N, Mellor S, McNaney R, Olivier P, Deshmukh S, McCaskie A, Essa I (2014) Video based assessment of OSATS using sequential motion textures. In: International workshop on modeling and monitoring of computer assisted interventions (M2CAI)-workshop"},{"key":"1468_CR13","doi-asserted-by":"crossref","unstructured":"Tao L, Zappella L, Hager GD, Vidal R (2013) Surgical gesture segmentation and recognition. In: Medical image computing and computer-assisted intervention\u2013MICCAI 2013. Springer, pp 339\u2013346","DOI":"10.1007\/978-3-642-40760-4_43"},{"key":"1468_CR14","doi-asserted-by":"crossref","unstructured":"Bettadapura V, Schindler G, Pl\u00f6tz T, Essa I (2013) Augmenting bag-of-words: data-driven discovery of temporal and structural information for activity recognition. In: IEEE CVPR","DOI":"10.1109\/CVPR.2013.338"},{"key":"1468_CR15","unstructured":"Haro BB, Zappella L, Vidal R (2012) Surgical gesture classification from video data. In: MICCAI 2012. Springer, pp 34\u201341"},{"issue":"7","key":"1468_CR16","doi-asserted-by":"crossref","first-page":"732","DOI":"10.1016\/j.media.2013.04.007","volume":"17","author":"L Zappella","year":"2013","unstructured":"Zappella L, B\u00e9jar B, Hager G, Vidal R (2013) Surgical gesture classification from video and kinematic data. Med Image Anal 17(7):732\u2013745","journal-title":"Med Image Anal"},{"issue":"3","key":"1468_CR17","doi-asserted-by":"crossref","first-page":"632","DOI":"10.1016\/j.media.2010.10.001","volume":"16","author":"N Padoy","year":"2012","unstructured":"Padoy N, Blum T, Ahmadi SA, Feussner H, Berger MO, Navab N (2012) Statistical modeling and recognition of surgical workflow. Med Image Anal 16(3):632\u2013641","journal-title":"Med Image Anal"},{"key":"1468_CR18","doi-asserted-by":"crossref","unstructured":"Lalys F, Riffaud L, Bouget D, Jannin P (2011) An application-dependent framework for the recognition of high-level surgical tasks in the or. In: Medical image computing and computer-assisted intervention\u2014MICCAI 2011. Springer, pp 331\u2013338","DOI":"10.1007\/978-3-642-23623-5_42"},{"key":"1468_CR19","doi-asserted-by":"crossref","unstructured":"Blum T, Feu\u00dfner H, Navab N (2010) Modeling and segmentation of surgical workflow from laparoscopic video. In: Medical image computing and computer-assisted intervention\u2014MICCAI 2010. Springer, pp 400\u2013407","DOI":"10.1007\/978-3-642-15711-0_50"},{"key":"1468_CR20","unstructured":"Lin H, Hager G (2009) User-independent models of manipulation using video contextual cues. In: International workshop on modeling and monitoring of computer assisted interventions (M2CAI)"},{"issue":"3","key":"1468_CR21","doi-asserted-by":"crossref","first-page":"590","DOI":"10.1007\/s00464-008-9933-9","volume":"23","author":"TN Judkins","year":"2009","unstructured":"Judkins TN, Oleynikov D, Stergiou N (2009) Objective evaluation of expert and novice performance during robotic surgical training tasks. Surg Endosc 23(3):590\u2013597","journal-title":"Surg Endosc"},{"key":"1468_CR22","doi-asserted-by":"crossref","unstructured":"Pirsiavash H, Vondrick C, Torralba A (2014) Assessing the quality of actions. In: ECCV. Springer, pp 556\u2013571","DOI":"10.1007\/978-3-319-10599-4_36"},{"issue":"1","key":"1468_CR23","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1007\/s11263-012-0594-8","volume":"103","author":"H Wang","year":"2013","unstructured":"Wang H, Kl\u00e4ser A, Schmid C, Liu CL (2013) Dense trajectories and motion boundary descriptors for action recognition. Int J Comput Vis 103(1):60\u201379","journal-title":"Int J Comput Vis"},{"key":"1468_CR24","doi-asserted-by":"crossref","unstructured":"Liu J, Kuipers B, Savarese S (2011) Recognizing human actions by attributes. In: 2011 IEEE conference on computer vision and pattern recognition (CVPR), pp 3337\u20133344","DOI":"10.1109\/CVPR.2011.5995353"},{"key":"1468_CR25","doi-asserted-by":"crossref","unstructured":"Niebles JC, Chen CW, Fei-Fei L (2010) Modeling temporal structure of decomposable motion segments for activity classification. In: Computer vision\u2013ECCV 2010. Springer, pp 392\u2013405","DOI":"10.1007\/978-3-642-15552-9_29"},{"key":"1468_CR26","doi-asserted-by":"crossref","unstructured":"Laptev I, Lindeberg T (2003) Space-time interest points. In: IN ICCV, pp 432\u2013439","DOI":"10.1109\/ICCV.2003.1238378"},{"key":"1468_CR27","doi-asserted-by":"crossref","unstructured":"Wang H, Ullah MM, Kl\u00e4ser A, Laptev I, Schmid C (2009) Evaluation of local spatio-temporal features for action recognition. In: BMVC","DOI":"10.5244\/C.23.124"},{"issue":"2","key":"1468_CR28","doi-asserted-by":"crossref","first-page":"356","DOI":"10.1007\/s00464-010-1190-z","volume":"25","author":"C Reiley","year":"2011","unstructured":"Reiley C, Lin H, Yuh D, Hager G (2011) Review of methods for objective surgical skill evaluation. Surg Endosc 25(2):356\u2013366","journal-title":"Surg Endosc"},{"key":"1468_CR29","unstructured":"Reiley CE, Hager GD (2009) Decomposition of robotic surgical tasks: an analysis of subtasks and their correlation to skill. In: M2CAI workshop. MICCAI, London"}],"container-title":["International Journal of Computer Assisted Radiology and Surgery"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-016-1468-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11548-016-1468-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11548-016-1468-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,24]],"date-time":"2017-06-24T21:30:44Z","timestamp":1498339844000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11548-016-1468-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,8,27]]},"references-count":29,"journal-issue":{"issue":"9","published-print":{"date-parts":[[2016,9]]}},"alternative-id":["1468"],"URL":"https:\/\/doi.org\/10.1007\/s11548-016-1468-2","relation":{},"ISSN":["1861-6410","1861-6429"],"issn-type":[{"value":"1861-6410","type":"print"},{"value":"1861-6429","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,8,27]]}}}