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Utility of the Simulated Outcomes Following Carotid Artery Laceration Video Data Set for Machine Learning Applications.
Kugener G, Pangal DJ, Cardinal T, Collet C, Lechtholz-Zey E, Lasky S, Sundaram S, Markarian N, Zhu Y, Roshannai A, Sinha A, Han XY, Papyan V, Hung A, Anandkumar A, Wrobel B, Zada G, Donoho DA. Kugener G, et al. Among authors: zhu y. JAMA Netw Open. 2022 Mar 1;5(3):e223177. doi: 10.1001/jamanetworkopen.2022.3177. JAMA Netw Open. 2022. PMID: 35311962 Free PMC article.
Validation of Machine Learning-Based Automated Surgical Instrument Annotation Using Publicly Available Intraoperative Video.
Markarian N, Kugener G, Pangal DJ, Unadkat V, Sinha A, Zhu Y, Roshannai A, Chan J, Hung AJ, Wrobel BB, Anandkumar A, Zada G, Donoho DA. Markarian N, et al. Among authors: zhu y. Oper Neurosurg (Hagerstown). 2022 Sep 1;23(3):235-240. doi: 10.1227/ons.0000000000000274. Epub 2022 May 26. Oper Neurosurg (Hagerstown). 2022. PMID: 35972087
Use of surgical video-based automated performance metrics to predict blood loss and success of simulated vascular injury control in neurosurgery: a pilot study.
Pangal DJ, Kugener G, Cardinal T, Lechtholz-Zey E, Collet C, Lasky S, Sundaram S, Zhu Y, Roshannai A, Chan J, Sinha A, Hung AJ, Anandkumar A, Zada G, Donoho DA. Pangal DJ, et al. Among authors: zhu y. J Neurosurg. 2021 Dec 31;137(3):840-849. doi: 10.3171/2021.10.JNS211064. Print 2022 Sep 1. J Neurosurg. 2021. PMID: 34972086
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