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Open procedures represent the dominant form of surgery worldwide.
“Objective structured assessment of technical skill (OSATS) for surgical residents”
JA Martin, Glenn Regehr, Richard Reznick, Helen Macrae, John Murnaghan, Carol Hutchison and M Brown · 1997
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Olivier Bodenreider · 2004
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“Beautiful soup documentation”
Leonard Richardson · 2007
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“Surgical skill and complication rates after bariatric surgery”
John Birkmeyer, Jonathan Finks, Amanda O’Reilly, Mary Oerline, Arthur Carlin, Andre Nunn, Justin Dimick, Mousumi Banerjee and Nancy Birkmeyer · 2013
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“List of surgical procedure”, 2014, pp. 1–44
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“Adam: A method for stochastic optimization”
Diederik Kingma and Jimmy Ba · 2014
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“Relationship between hospital performance on a patient satisfaction survey and surgical quality”
Greg Sacks, Elise Lawson, Aaron Dawes, Marcia Russell, Melinda Maggard-Gibbons, David Zingmond and Clifford Ko · 2015
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“A national review of the frequency of minimally invasive surgery among general surgery residents: assessment of ACGME case logs during 2 decades of general surgery resident training”
Morgan Richards, Jarod McAteer, F Drake, Adam Goldin, Saurabh Khandelwal and Kenneth Gow · 2015
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“Automated assessment of surgical skills using frequency analysis”
Aneeq Zia, Yachna Sharma, Vinay Bettadapura, Eric Sarin, Mark Clements and Irfan Essa · 2015
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“Postoperative complications at a university hospital: is there a difference between patients operated by supervised residents vs. trained surgeons?”
Martin de Santibañes, Fernando Alvarez, Esteban Sieling, Hernan Vaccarezza, Eduardo de Santibañes and Carlos Vaccaro · 2015
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“Imagenet large scale visual recognition challenge”
Olga Russakovsky et al · 2015
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“Faster r-cnn: Towards real-time object detection with region proposal networks”
Shaoqing Ren, Kaiming He, Ross Girshick and Jian Sun · 2015
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“YouTube is the most frequently used educational video source for surgical preparation”
Allison Rapp, Michael Healy, Mary Charlton, Jerrod Keith, Marcy Rosenbaum and Muneera Kapadia · 2016
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Alex Bewley, Zongyuan Ge, Lionel Ott, Fabio Ramos and Ben Upcroft · 2016
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“Endonet: a deep architecture for recognition tasks on laparoscopic videos”
Andru Twinanda, Sherif Shehata, Didier Mutter, Jacques Marescaux, Michel De and Nicolas Padoy · 2016
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“Deep residual learning for image recognition”
Kaiming He, Xiangyu Zhang, Shaoqing Ren and Jian Sun · 2016
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Andre Esteva, Brett Kuprel, Roberto Novoa, Justin Ko, Susan Swetter, Helen Blau and Sebastian Thrun · 2017
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“Quo vadis, action recognition? a new model and the kinetics dataset”
“Clinically applicable deep learning for diagnosis and referral in retinal disease”
Jeffrey De et al · 2018
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“A closer look at spatiotemporal convolutions for action recognition”
Du Tran, Heng Wang, Lorenzo Torresani, Jamie Ray, Yann LeCun and Manohar Paluri · 2018
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“Global burden of postoperative death”
Dmitri Nepogodiev et al · 2019
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“An overview of deep learning in medical imaging focusing on MRI”
Alexanderåg Lundervold and Arvid Lundervold · 2019
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“Estimating the quality of YouTube videos on pulmonary lobectomy”
Zixuan Chen, Hongyu Zhu, Weijun Zhao, Haixie Guo, Chengwei Zhou, Jianfei Shen and Minhua Ye · 2019
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“Assessing the educational quality of ‘YouTube’videos for facelifts”
Adeeb Derakhshan, Linda Lee, Prabhat Bhama, Eric Barbarite and David Shaye · 2019
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Joao Carreira and Andrew Zisserman · 2017
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“Focal loss for dense object detection”
Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He and Piotr Dollár · 2017
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“Toolnet: holistically-nested real-time segmentation of robotic surgical tools”
Luis Garcia-Peraza-Herrera et al · 2017
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“The effect of technical performance on patient outcomes in surgery”
Andras Fecso, Peter Szasz, Georgi Kerezov and Teodor Grantcharov · 2017
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“Hand keypoint detection in single images using multiview bootstrapping”
Tomas Simon, Hanbyul Joo, Iain Matthews and Yaser Sheikh · 2017
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“Grad-cam: Visual explanations from deep networks via gradient-based localization”
Ramprasaath Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh and Dhruv Batra · 2017
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“Artificial intelligence in surgery: promises and perils”
Daniel Hashimoto, Guy Rosman, Daniela Rus and Ozanan Meireles · 2018
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“Deep high-resolution representation learning for human pose estimation”
Ke Sun, Bin Xiao, Dong Liu and Jingdong Wang · 2019
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“Computer vision analysis of intraoperative video: automated recognition of operative steps in laparoscopic sleeve gastrectomy”
Daniel Hashimoto, Guy Rosman, Elan Witkowski, Caitlin Stafford, Allison Navarrete-Welton, David Rattner, Keith Lillemoe, Daniela Rus and Ozanan Meireles · 2019
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“Video-based AI for beat-to-beat assessment of cardiac function”
David Ouyang et al · 2020
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“Association between surgeon technical skills and patient outcomes”
Jonah Stulberg et al · 2020
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“Deep learning-enabled medical computer vision”
Andre Esteva et al · 2021
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Narges Ahmidi et al · 2041
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