Machine Learning to Delineate Surgeon and Clinical Factors That Anticipate Positive Surgical Margins After Robot-Assisted Radical Prostatectomy-Reference-Cited by-同舟云学术

Machine Learning to Delineate Surgeon and Clinical Factors That Anticipate Positive Surgical Margins After Robot-Assisted Radical Prostatectomy

Published:2022-09-01 Issue:9 Volume:36 Page:1192-1198
ISSN:0892-7790
Container-title:Journal of Endourology
language:en
Short-container-title:Journal of Endourology

Author:

Lee Ryan S.¹,Ma Runzhuo¹,Pham Stephanie¹,Maya-Silva Jacqueline¹,Nguyen Jessica H.¹,Aron Manju²,Cen Steven³,Daneshmand Siamak⁴^ORCID,Hung Andrew J.¹^ORCID

Affiliation:

1. Center for Robotic Simulation and Education, Catherine & Joseph Aresty Department of Urology, Keck School of Medicine of USC, University of Southern California, Los Angeles, California, USA.

2. Department of Pathology, Keck School of Medicine of USC, University of Southern California, Los Angeles, California, USA.

3. Department of Radiology, Keck School of Medicine of USC, University of Southern California, Los Angeles, California, USA.

4. Catherine & Joseph Aresty Department of Urology, Keck School of Medicine of USC, University of Southern California, Los Angeles, California, USA.

Publisher

Mary Ann Liebert Inc

Subject

Urology

Link

https://www.liebertpub.com/doi/pdf/10.1089/end.2021.0890

Reference25 articles.

1. The Effect of Technical Performance on Patient Outcomes in Surgery

2. Automated Performance Metrics and Machine Learning Algorithms to Measure Surgeon Performance and Anticipate Clinical Outcomes in Robotic Surgery

3. Utilizing Machine Learning and Automated Performance Metrics to Evaluate Robot-Assisted Radical Prostatectomy Performance and Predict Outcomes

4. Use of Automated Performance Metrics to Measure Surgeon Performance during Robotic Vesicourethral Anastomosis and Methodical Development of a Training Tutorial

5. A deep-learning model using automated performance metrics and clinical features to predict urinary continence recovery after robot-assisted radical prostatectomy

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