{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,16]],"date-time":"2025-12-16T12:37:34Z","timestamp":1765888654139,"version":"3.37.3"},"reference-count":19,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2021,7,14]],"date-time":"2021-07-14T00:00:00Z","timestamp":1626220800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,7,14]],"date-time":"2021-07-14T00:00:00Z","timestamp":1626220800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Med Syst"],"published-print":{"date-parts":[[2021,8]]},"DOI":"10.1007\/s10916-021-01755-2","type":"journal-article","created":{"date-parts":[[2021,7,14]],"date-time":"2021-07-14T10:03:05Z","timestamp":1626256985000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Development of a Hand Motion-based Assessment System for Endotracheal Intubation Training"],"prefix":"10.1007","volume":"45","author":[{"given":"Chiho","family":"Lim","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1334-8367","authenticated-orcid":false,"given":"Hoo Sang","family":"Ko","sequence":"additional","affiliation":[]},{"given":"Sohyung","family":"Cho","sequence":"additional","affiliation":[]},{"given":"Ikechukwu","family":"Ohu","sequence":"additional","affiliation":[]},{"given":"Henry E.","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Russell","family":"Griffin","sequence":"additional","affiliation":[]},{"given":"Benjamin","family":"Kerrey","sequence":"additional","affiliation":[]},{"given":"Jestin N.","family":"Carlson","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2021,7,14]]},"reference":[{"key":"1755_CR1","doi-asserted-by":"crossref","unstructured":"Hurteau R, DeSantis S, Begin E, Gagner M (1994) Laparoscopic surgery assisted by a robotic cameraman: concept and experimental results. In: Proceedings of the 1994 IEEE International Conference on Robotics and Automation, IEEE, pp 2286\u20132289","DOI":"10.1109\/ROBOT.1994.350945"},{"key":"1755_CR2","doi-asserted-by":"publisher","first-page":"364","DOI":"10.1097\/01.sla.0000151982.85062.80","volume":"241","author":"AG Gallagher","year":"2005","unstructured":"Gallagher AG, Ritter EM, Champion H, Higgins G, Fried MP, Moses G, Smith CD, Satava RM (2005) Virtual reality simulation for the operating room: proficiency-based training as a paradigm shift in surgical skills training. Annals of Surgery 241:364","journal-title":"Annals of Surgery"},{"key":"1755_CR3","doi-asserted-by":"publisher","first-page":"1085","DOI":"10.1016\/S0196-0644(85)80927-6","volume":"14","author":"PE Pepe","year":"1985","unstructured":"Pepe PE, Copass MK, Joyce TH (1985) Prehospital endotracheal intubation: rationale for training emergency medical personnel. Annals of Emergency Medicine 14:1085-1092","journal-title":"Annals of Emergency Medicine"},{"key":"1755_CR4","doi-asserted-by":"publisher","first-page":"607","DOI":"10.1213\/01.ANE.0000122825.04923.15","volume":"99","author":"TC Mort","year":"2004","unstructured":"Mort TC (2004) Emergency tracheal intubation: complications associated with repeated laryngoscopic attempts. Anesthesia & Analgesia 99:607-613","journal-title":"Anesthesia & Analgesia"},{"key":"1755_CR5","doi-asserted-by":"publisher","first-page":"328","DOI":"10.1016\/j.annemergmed.2005.01.009","volume":"46","author":"MJ Sagarin","year":"2005","unstructured":"Sagarin MJ, Barton ED, Chng Y-M, Walls RM, Investigators NEAR (2005) Airway management by US and Canadian emergency medicine residents: a multicenter analysis of more than 6,000 endotracheal intubation attempts. Annals of Emergency Medicine 46:328-336","journal-title":"Annals of Emergency Medicine"},{"key":"1755_CR6","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1016\/0002-9610(84)90284-8","volume":"148","author":"MK Copass","year":"1984","unstructured":"Copass MK, Oreskovich MR, Bladergroen MR, Carrico CJ (1984) Prehospital cardiopulmonary resuscitation of the critically injured patient. The American Journal of Surgery 148:20-26","journal-title":"The American Journal of Surgery"},{"key":"1755_CR7","doi-asserted-by":"publisher","first-page":"2175","DOI":"10.1001\/jama.1983.03340160061033","volume":"250","author":"LM Jacobs","year":"1983","unstructured":"Jacobs LM, Berrizbeitia LD, Bennett B, Madigan C (1983) Endotracheal intubation in the prehospital phase of emergency medical care. Jama 250:2175-2177","journal-title":"Jama"},{"key":"1755_CR8","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1056\/NEJMra054784","volume":"356","author":"RM Epstein","year":"2007","unstructured":"Epstein RM (2007) Assessment in medical education. New England Journal of Medicine 356:387-396","journal-title":"New England Journal of Medicine"},{"key":"1755_CR9","doi-asserted-by":"publisher","first-page":"16","DOI":"10.1097\/00001888-200401000-00006","volume":"79","author":"ES Holmboe","year":"2004","unstructured":"Holmboe ES (2004) Faculty and the observation of trainees\u2019 clinical skills: problems and opportunities. Academic Medicine 79:16-22","journal-title":"Academic Medicine"},{"key":"1755_CR10","doi-asserted-by":"crossref","unstructured":"Baker K (2011) Determining resident clinical performance: getting beyond the noise. Anesthesiology 115:862\u2013878","DOI":"10.1097\/ALN.0b013e318229a27d"},{"key":"1755_CR11","doi-asserted-by":"publisher","first-page":"270","DOI":"10.1207\/S15328015TLM1504_11","volume":"15","author":"RG Williams","year":"2003","unstructured":"Williams RG, Klamen DA, McGaghie WC (2003) Cognitive, social and environmental sources of bias in clinical performance ratings. Teaching and Learning in Medicine 15:270-292","journal-title":"Teaching and Learning in Medicine"},{"key":"1755_CR12","doi-asserted-by":"publisher","first-page":"7309","DOI":"10.3402\/meo.v16i0.7309","volume":"16","author":"MDPG Tarasi","year":"2011","unstructured":"Tarasi MD PG, Mangione MD MP, Singhal SS, Wang MD MS HE (2011) Endotracheal intubation skill acquisition by medical students. Medical Education Online 16:7309","journal-title":"Medical Education Online"},{"key":"1755_CR13","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1186\/s13054-015-0808-x","volume":"19","author":"PE Pepe","year":"2015","unstructured":"Pepe PE, Roppolo LP, Fowler RL (2015) Prehospital endotracheal intubation: elemental or detrimental? Critical Care 19:121","journal-title":"Critical Care"},{"key":"1755_CR14","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1097\/SIH.0b013e318258975a","volume":"7","author":"JN Carlson","year":"2012","unstructured":"Carlson JN, Das S, De la Torre F, Callaway CW, Phrampus PE, Hodgins J (2012) Motion capture measures variability in laryngoscopic movement during endotracheal intubation: a preliminary report. Simulation in Healthcare 7:255","journal-title":"Simulation in Healthcare"},{"key":"1755_CR15","doi-asserted-by":"crossref","unstructured":"Carlson JN, Das S, Spring S, Frisch A, De la Torre F, Hodgins J (2015) Assessment of movement patterns during intubation between novice and experienced providers using mobile sensors: a preliminary, proof of concept study. BioMed Research International 2015:843078","DOI":"10.1155\/2015\/843078"},{"key":"1755_CR16","unstructured":"Hall MA (1999) Correlation-based feature selection for machine learning. Dissertation, University of Waikato"},{"key":"1755_CR17","first-page":"97","volume":"18","author":"TG Dietterich","year":"1997","unstructured":"Dietterich TG (1997) Machine-learning research. AI Magazine 18:97-97","journal-title":"AI Magazine"},{"key":"1755_CR18","doi-asserted-by":"crossref","unstructured":"Kira K, Rendell LA (1992) A practical approach to feature selection. In: Machine Learning Proceedings 1992, Morgan Kaufmann, pp 249\u2013256","DOI":"10.1016\/B978-1-55860-247-2.50037-1"},{"key":"1755_CR19","doi-asserted-by":"publisher","first-page":"1226","DOI":"10.1109\/TPAMI.2005.159","volume":"27","author":"H Peng","year":"2005","unstructured":"Peng H, Long F, Ding C (2005) Feature selection based on mutual information: criteria of max-dependency, max-relevance, and min-redundancy. IEEE Transactions on Pattern Analysis & Machine Intelligence 27:1226-1238","journal-title":"IEEE Transactions on Pattern Analysis & Machine Intelligence"}],"container-title":["Journal of Medical Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-021-01755-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10916-021-01755-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-021-01755-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,7,20]],"date-time":"2021-07-20T01:05:22Z","timestamp":1626743122000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10916-021-01755-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,7,14]]},"references-count":19,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2021,8]]}},"alternative-id":["1755"],"URL":"https:\/\/doi.org\/10.1007\/s10916-021-01755-2","relation":{},"ISSN":["0148-5598","1573-689X"],"issn-type":[{"type":"print","value":"0148-5598"},{"type":"electronic","value":"1573-689X"}],"subject":[],"published":{"date-parts":[[2021,7,14]]},"assertion":[{"value":"7 April 2020","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 July 2021","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 July 2021","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"This study was approved by our institutional review board and each participant provided written consent.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}},{"value":"The authors declare that they have no conflict of interests.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interests"}}],"article-number":"81"}}