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Validation of Machine Learning-Based Automated Surgical Instrument Annotation Using Publicly Available Intraoperative Video.
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: roshannai a.
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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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: roshannai a.
JAMA Netw Open. 2022 Mar 1;5(3):e223177. doi: 10.1001/jamanetworkopen.2022.3177.
JAMA Netw Open. 2022.
PMID: 35311962
Free PMC article.
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Deep Neural Networks Can Accurately Detect Blood Loss and Hemorrhage Control Task Success From Video.
Kugener G, Zhu Y, Pangal DJ, Sinha A, Markarian N, Roshannai A, Chan J, Anandkumar A, Hung AJ, Wrobel BB, Zada G, Donoho DA.
Kugener G, et al. Among authors: roshannai a.
Neurosurgery. 2022 Jun 1;90(6):823-829. doi: 10.1227/neu.0000000000001906. Epub 2022 Mar 25.
Neurosurgery. 2022.
PMID: 35319539
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Code-free machine learning for object detection in surgical video: a benchmarking, feasibility, and cost study.
Unadkat V, Pangal DJ, Kugener G, Roshannai A, Chan J, Zhu Y, Markarian N, Zada G, Donoho DA.
Unadkat V, et al. Among authors: roshannai a.
Neurosurg Focus. 2022 Apr;52(4):E11. doi: 10.3171/2022.1.FOCUS21652.
Neurosurg Focus. 2022.
PMID: 35364576
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A systematic review of virtual reality for the assessment of technical skills in neurosurgery.
Chan J, Pangal DJ, Cardinal T, Kugener G, Zhu Y, Roshannai A, Markarian N, Sinha A, Anandkumar A, Hung A, Zada G, Donoho DA.
Chan J, et al. Among authors: roshannai a.
Neurosurg Focus. 2021 Aug;51(2):E15. doi: 10.3171/2021.5.FOCUS21210.
Neurosurg Focus. 2021.
PMID: 34333472
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