Clinical applications of artificial intelligence in robotic surgery

被引:32
作者
Knudsen, J. Everett [1 ]
Ghaffar, Umar [2 ]
Ma, Runzhuo [2 ]
Hung, Andrew J. [2 ]
机构
[1] Univ Southern Calif, Keck Sch Med, Los Angeles, CA USA
[2] Cedars Sinai Med Ctr, Los Angeles, CA 90048 USA
关键词
artificial intelligence; robotic surgery; robot-assisted surgery; intraoperative enhancement; clinical improvement; ethical considerations of AI; PERFORMANCE;
D O I
10.1007/s11701-024-01867-0
中图分类号
R61 [外科手术学];
学科分类号
摘要
Artificial intelligence (AI) is revolutionizing nearly every aspect of modern life. In the medical field, robotic surgery is the sector with some of the most innovative and impactful advancements. In this narrative review, we outline recent contributions of AI to the field of robotic surgery with a particular focus on intraoperative enhancement. AI modeling is allowing surgeons to have advanced intraoperative metrics such as force and tactile measurements, enhanced detection of positive surgical margins, and even allowing for the complete automation of certain steps in surgical procedures. AI is also Query revolutionizing the field of surgical education. AI modeling applied to intraoperative surgical video feeds and instrument kinematics data is allowing for the generation of automated skills assessments. AI also shows promise for the generation and delivery of highly specialized intraoperative surgical feedback for training surgeons. Although the adoption and integration of AI show promise in robotic surgery, it raises important, complex ethical questions. Frameworks for thinking through ethical dilemmas raised by AI are outlined in this review. AI enhancements in robotic surgery is some of the most groundbreaking research happening today, and the studies outlined in this review represent some of the most exciting innovations in recent years.
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页数:10
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共 44 条
  • [1] One step surgical scene restoration for robot assisted minimally invasive surgery
    Ali, Shahnewaz
    Jonmohamadi, Yaqub
    Fontanarosa, Davide
    Crawford, Ross
    Pandey, Ajay K.
    [J]. SCIENTIFIC REPORTS, 2023, 13 (01):
  • [2] The value of standards for health datasets in artificial intelligence-based applications
    Arora, Anmol
    Alderman, Joseph E.
    Palmer, Joanne
    Ganapathi, Shaswath
    Laws, Elinor
    Mccradden, Melissa D.
    Oakden-Rayner, Lauren
    Pfohl, Stephen R.
    Ghassemi, Marzyeh
    Mckay, Francis
    Treanor, Darren
    Rostamzadeh, Negar
    Mateen, Bilal
    Gath, Jacqui
    Adebajo, Adewole O.
    Kuku, Stephanie
    Matin, Rubeta
    Heller, Katherine
    Sapey, Elizabeth
    Sebire, Neil J.
    Cole-Lewis, Heather
    Calvert, Melanie
    Denniston, Alastair
    Liu, Xiaoxuan
    [J]. NATURE MEDICINE, 2023, 29 (11) : 2929 - 2938
  • [3] Autonomy in Surgical Robotics
    Attanasio, Aleks
    Scaglioni, Bruno
    De Momi, Elena
    Fiorini, Paolo
    Valdastri, Pietro
    [J]. ANNUAL REVIEW OF CONTROL, ROBOTICS, AND AUTONOMOUS SYSTEMS, VOL 4, 2021, 2021, 4 : 651 - 679
  • [4] The Use of Augmented Reality to Guide the Intraoperative Frozen Section During Robot-assisted Radical Prostatectomy
    Bianchi, Lorenzo
    Chessa, Francesco
    Angiolini, Andrea
    Cercenelli, Laura
    Lodi, Simone
    Bortolani, Barbara
    Molinaroli, Enrico
    Casablanca, Carlo
    Droghetti, Matteo
    Gaudiano, Caterina
    Mottaran, Angelo
    Porreca, Angelo
    Golfieri, Rita
    Romagnoli, Daniele
    Giunchi, Francesca
    Fiorentino, Michelangelo
    Piazza, Pietro
    Puliatti, Stefano
    Diciotti, Stefano
    Marcelli, Emanuela
    Mottrie, Alexandre
    Schiavina, Riccardo
    [J]. EUROPEAN UROLOGY, 2021, 80 (04) : 480 - 488
  • [5] Toward intraoperative tissue classification: exploiting signal feedback from an ultrasonic aspirator for brain tissue differentiation
    Bockelmann, Niclas
    Schetelig, Daniel
    Kesslau, Denise
    Buschschlueter, Steffen
    Ernst, Floris
    Bonsanto, Matteo Mario
    [J]. INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2022, 17 (09) : 1591 - 1599
  • [6] Implementing Machine Learning in Health Care - Addressing Ethical Challenges
    Char, Danton S.
    Shah, Nigam H.
    Magnus, David
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2018, 378 (11) : 981 - 983
  • [7] Use of Automated Performance Metrics to Measure Surgeon Performance during Robotic Vesicourethral Anastomosis and Methodical Development of a Training Tutorial
    Chen, Jian
    Oh, Paul J.
    Cheng, Nathan
    Shah, Ankeet
    Montez, Jeremy
    Jarc, Anthony
    Guo, Liheng
    Gill, Inderbir S.
    Hung, Andrew J.
    [J]. JOURNAL OF UROLOGY, 2018, 200 (04) : 895 - 902
  • [8] Ethical implications of AI in robotic surgical training: A Delphi consensus statement
    Collins, Justin W.
    Marcus, Hani J.
    Ghazi, Ahmed
    Sridhar, Ashwin
    Hashimoto, Daniel
    Hager, Gregory
    Arezzo, Alberto
    Jannin, Pierre
    Maier-Hein, Lena
    Marz, Keno
    Valdastri, Pietro
    Mori, Kensaku
    Elson, Daniel
    Giannarou, Stamatia
    Slack, Mark
    Hares, Luke
    Beaulieu, Yanick
    Levy, Jeff
    Laplante, Guy
    Ramadorai, Arvind
    Jarc, Anthony
    Andrews, Ben
    Garcia, Pablo
    Neemuchwala, Huzefa
    Andrusaite, Alina
    Kimpe, Tom
    Hawkes, David
    Kelly, John D.
    Stoyanov, Danail
    [J]. EUROPEAN UROLOGY FOCUS, 2022, 8 (02): : 613 - 622
  • [9] Improving Augmented Reality Through Deep Learning: Real-time Instrument Delineation in Robotic Renal Surgery
    De Backer, Pieter
    Van Praet, Charles
    Simoens, Jente
    Lores, Maria Peraire
    Creemers, Heleen
    Mestdagh, Kenzo
    Allaeys, Charlotte
    Vermijs, Saar
    Piazza, Pietro
    Mottaran, Angelo
    Bravi, Carlo A.
    Paciotti, Marco
    Sarchi, Luca
    Farinha, Rui
    Puliatti, Stefano
    Cisternino, Francesco
    Ferraguti, Federica
    Debbaut, Charlotte
    De Naeyer, Geert
    Decaestecker, Karel
    Mottrie, Alexandre
    [J]. EUROPEAN UROLOGY, 2023, 84 (01) : 86 - 91
  • [10] Segmenting and classifying activities in robot-assisted surgery with recurrent neural networks
    DiPietro, Robert
    Ahmidi, Narges
    Malpani, Anand
    Waldram, Madeleine
    Lee, Gyusung, I
    Lee, Mija R.
    Vedula, S. Swaroop
    Hager, Gregory D.
    [J]. INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2019, 14 (11) : 2005 - 2020