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Caballero D, Pérez-Salazar MJ, Sánchez-Margallo JA, Sánchez-Margallo FM. Applying artificial intelligence on EDA sensor data to predict stress on minimally invasive robotic-assisted surgery. Int J Comput Assist Radiol Surg 2024; 19:1953-1963. [PMID: 38955902 DOI: 10.1007/s11548-024-03218-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 06/13/2024] [Indexed: 07/04/2024]
Abstract
PURPOSE This study aims predicting the stress level based on the ergonomic (kinematic) and physiological (electrodermal activity-EDA, blood pressure and body temperature) parameters of the surgeon from their records collected in the previously immediate situation of a minimally invasive robotic surgery activity. METHODS For this purpose, data related to the surgeon's ergonomic and physiological parameters were collected during twenty-six robotic-assisted surgical sessions completed by eleven surgeons with different experience levels. Once the dataset was generated, two preprocessing techniques were applied (scaled and normalized), these two datasets were divided into two subsets: with 80% of data for training and cross-validation, and 20% of data for test. Three predictive techniques (multiple linear regression-MLR, support vector machine-SVM and multilayer perceptron-MLP) were applied on training dataset to generate predictive models. Finally, these models were validated on cross-validation and test datasets. After each session, surgeons were asked to complete a survey of their feeling of stress. These data were compared with those obtained using predictive models. RESULTS The results showed that MLR combined with the scaled preprocessing achieved the highest R2 coefficient and the lowest error for each parameter analyzed. Additionally, the results for the surgeons' surveys were highly correlated to the results obtained by the predictive models (R2 = 0.8253). CONCLUSIONS The linear models proposed in this study were successfully validated on cross-validation and test datasets. This fact demonstrates the possibility of predicting factors that help us to improve the surgeon's health during robotic surgery.
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Affiliation(s)
- Daniel Caballero
- Bioengineering and Health Technologies Unit, Jesús Usón Minimally Invasive Surgery Center, Cáceres, Spain
| | - Manuel J Pérez-Salazar
- Bioengineering and Health Technologies Unit, Jesús Usón Minimally Invasive Surgery Center, Cáceres, Spain
| | - Juan A Sánchez-Margallo
- Bioengineering and Health Technologies Unit, Jesús Usón Minimally Invasive Surgery Center, Cáceres, Spain.
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Chandrasekar S, Hegde S, Srinivas D, Sathyaprabha TN. Effect of Music Listening on Neurocognition, Stress, and Performance in Neurosurgeons During Microsurgery. World Neurosurg 2024; 189:e993-e998. [PMID: 39002774 DOI: 10.1016/j.wneu.2024.07.059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Revised: 07/05/2024] [Accepted: 07/06/2024] [Indexed: 07/15/2024]
Abstract
BACKGROUND Stress in surgeons is well-known for its negative impact on neurocognition and surgical performance. Surgeons commonly use music for stress reduction, but its specific effects on neurosurgeons remain unclear. This study aims to investigate how listening to music during microsurgery affects neurocognitive (NC) functions, subjective anxiety, and stress levels in neurosurgeons. METHODS Conducted in 2 phases, the pilot phase involved 23 neurosurgeons completing a survey and rating compositions based on ragas of North Indian/Hindustani classical music for suitability during surgery. Five excerpts were selected for the main phase, which involved 3 neurosurgeons performing 16 surgeries, 8 with and 8 without music. Data collection included presurgery assessments of sleep, caffeine intake, subjective stress levels, perceived complexity of the surgery that was to be performed, and NC tasks. Postsurgery subjective stress levels, actual complexity, and surgeon experiences with music were recorded. RESULTS While there was a trend toward reduced stress and perceived complexity with music, statistical significance was not reached. NC tasks showed nonsignificant improvement with music, with a significant (at P < 0.001) speed-accuracy trade-off noted in response inhibition. CONCLUSIONS Music appears to reduce subjective stress and task complexity, influencing neurocognition, particularly through speed-accuracy trade-offs. Further research is needed to understand its mechanisms and appropriate contexts for use before widespread recommendation.
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Affiliation(s)
- Shradha Chandrasekar
- Clinical Psychology (NIMHANS), Student Support Centre, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Shantala Hegde
- Clinical Psychology, Clinical Neuropsychology and Cognitive Neuroscience Center, and Music Cognition Laboratory, Department of Clinical Psychology, NIMHANS, Bengaluru, Karnataka, India.
| | | | - Talakad N Sathyaprabha
- Neurophysiology, Department of Clinical Psychology, NIMHANS, Bengaluru, Karnataka, India
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Feeley AA, Timon C, Feeley IH, Sheehan E. Extended-Duration Work Shifts in Surgical Specialties: A Systematic Review. J Surg Res 2024; 293:525-538. [PMID: 37827031 DOI: 10.1016/j.jss.2023.08.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 07/17/2023] [Accepted: 08/31/2023] [Indexed: 10/14/2023]
Abstract
INTRODUCTION There has been widespread international implementation of duration-hour restrictions to prevent surgical resident burnout and promote patient safety and wellbeing of doctors. A variety of Extended-Duration Work Shifts (EDWS) have been implemented, with a variety of studies examining the effect of shift systems on both surgical performance and the stress response unestablished in the literature. METHODS This was a systematic review evaluating the impact of extended working hours on surgical performance, cognitive impairment, and physiological stress responses. The review used PubMed, Ovid Medline, Embase, and Google Scholar search engines between September and October 2021 in accordance with Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Filters including studies carried out after 2002 and published in the English language were applied. RESULTS In total, 30 studies were included for analysis. General surgery was the most commonly studied rotation, with Neurosurgical, Orthopedic, and ear, nose and throat specialties also included. The majority of studies found no difference or a significant improvement in post-EDWS on simulated performance. EDWS appeared to have the greatest impact on physiological stress markers in junior surgical trainees. CONCLUSIONS Experience appears to confer a protective element in the postcall period, with preservation of skill demonstrated. More experienced clinicians yielded lower levels of physiological markers of stress, although variability in hierarchical workload should be considered. Heterogeneity of findings across physiological, cognitive, and psychomotor assessments highlights the need for robust research on the optimum shift pattern prevents worker burnout and promotes patient safety. Future research to evaluate correlation between stress, on-call workload, and performance in the postcall period is warranted.
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Affiliation(s)
- Aoife A Feeley
- Department of Plastic Surgery, Connolly Hospital Blanchardstown, Dublin, Ireland; School of Medicine, University College Dublin, Belfield, Dublin, Ireland; School of Medicine, Royal College Surgeons Ireland, Dublin, Ireland.
| | - Charlie Timon
- The Walton Centre, Lower Ln, Fazakerley, Liverpool, United Kingdom
| | - Iain H Feeley
- The Walton Centre, Lower Ln, Fazakerley, Liverpool, United Kingdom
| | - Eoin Sheehan
- Department of Surgery, Midland Regional Hospital Tullamore, Tullamore, Co. Offaly, Ireland
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Kos TM, Haaksman S, Regli L, van Doormaal TPC, Colombo E. Effect of Intraoperative Mixed-Reality use on Nonsurgical Team Members in the Neurosurgical Operating Room: An Explorative Study. World Neurosurg 2023; 180:e219-e225. [PMID: 37739174 DOI: 10.1016/j.wneu.2023.09.031] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 09/02/2023] [Accepted: 09/04/2023] [Indexed: 09/24/2023]
Abstract
OBJECTIVES Mixed-reality (MxR) implementation in the neurosurgical operating room (OR) is emerging, but the impact of this technology on the nonsurgical OR staff has not been investigated yet. The purpose of this study is to evaluate the nonsurgical OR team's perception of the impact of intraoperative MxR use. METHODS The evaluation occurred in a neurosurgical institution implementing MxR perioperatively on a daily basis for 15 months. The questionnaire measuring the impact of MxR consisted of 5 binary questions and 4 subquestions measured on a 7-point Likert scale. RESULTS Fifteen nonsurgical staff members of a neurosurgical OR team were interviewed. Most (85%) of the cohort stated that MxR changed their perception of the surgery, improving understanding of the spatial orientation (median 6, interquartile range 5-7) and of the pathology dimensions (6, 5.5-7). One participant (7%) was of the opinion that MxR disrupted the OR workflow. The majority (60%) stated that use of the holograms improved efficiency in the OR. The participants were neutral about the potential role of MxR to improve communication among different OR team members (4, 2-5) and overall teamwork (4, 2-5). CONCLUSIONS The use of 3-Dimensional interactive holograms of neurosurgical cases in the nonsterile intraoperative phase was not perceived as distractive, and neither was OR flow disruption by members of the nonsurgical OR staff. MxR was considered an adjunct to improve OR efficiency. A thorough understanding of the impact of MxR's implementation on the nonsurgical staff could lead to targeted improvement of the MxR use and, potentially, to increasing the quality of the teamwork.
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Affiliation(s)
- T M Kos
- Image Sciences Institute, University Medical Center Utrecht, Utrecht, The Netherlands.
| | - S Haaksman
- Department of Neurosurgery, University Hospital Zurich, Zürich, Switzerland
| | - L Regli
- Department of Neurosurgery, University Hospital Zurich, Zürich, Switzerland
| | - T P C van Doormaal
- Department of Neurosurgery, University Hospital Zurich, Zürich, Switzerland
| | - E Colombo
- Department of Neurosurgery, University Hospital Zurich, Zürich, Switzerland
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Lee A, Torkamani-Azar M, Zheng B, Bednarik R. Unpacking the Broad Landscape of Intraoperative Stressors for Clinical Personnel: A Mixed-Methods Systematic Review. J Multidiscip Healthc 2023; 16:1953-1977. [PMID: 37484819 PMCID: PMC10361288 DOI: 10.2147/jmdh.s401325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Accepted: 06/09/2023] [Indexed: 07/25/2023] Open
Abstract
Purpose The main goals of this mixed-methods systematic review are to identify what types of intraoperative stressors for operating room personnel have been reported in collected studies and examine the characteristics of each intraoperative stressor. Methods With a systematic literature search, we retrieved empirical studies examining intraoperative stress published between 2010 and 2020. To synthesize findings, we applied two approaches. First, a textual narrative synthesis was employed to summarize key study information of the selected studies by focusing on surgical platforms and study participants. Second, a thematic synthesis was employed to identify and characterize intraoperative stressors and their subtypes. Results Ninety-four studies were included in the review. Regarding the surgical platforms, the selected studies mainly focused on minimally invasive surgery and few studies examined issues around robotic surgery. Most studies examined intra-operative stress from surgeons' perspectives but rarely considered other clinical personnel such as nurses and anesthetists. Among seven identified stressors, technical factors were the most frequently examined followed by individual, operating room environmental, interpersonal, temporal, patient, and organizational factors. Conclusion By presenting stressors as multifaceted elements affecting collaboration and interaction between multidisciplinary team members in the operating room, we discuss the potential interactions between stressors which should be further investigated to build a safe and efficient environment for operating room personnel.
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Affiliation(s)
- Ahreum Lee
- Samsung Electronics Co. Ltd., Suwon, Gyeonggi-do, Republic of Korea
| | | | - Bin Zheng
- Department of Surgery, University of Alberta, Edmonton, Canada
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Speck NE, Dreier K, Fluetsch A, Babst D, Lardi AM, Farhadi J. Comparing complications and perioperative teams in microsurgical breast reconstruction: retrospective cohort study. Gland Surg 2022; 11:1754-1763. [PMID: 36518805 PMCID: PMC9742050 DOI: 10.21037/gs-22-295] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Accepted: 10/14/2022] [Indexed: 11/09/2022]
Abstract
Background Subspecialization with dedicated perioperative teams has become common practice in some surgical disciplines. While surgeon experience, the number of surgeons involved, and enhanced recovery after surgery (ERAS) pathways are known factors affecting the outcome after microsurgical breast reconstruction, the impact of the perioperative team has not been studied. Methods We conducted a retrospective cohort study consisting of a chart review of all patients who underwent microsurgical breast reconstruction from January 2019-April 2020. Surgery was performed by three microsurgeons at two institutions with different perioperative teams-one being a small clinic [private clinic (PC), 33 beds] and the other being a larger hospital [corporate hospital (CH), 335 beds]. Patients were grouped into two cohorts according to the institution where surgery was performed. The primary outcomes studied were frequency of revision surgery, flap loss and patient length-of-stay (LOS). Results One hundred and fifty microsurgical breast reconstructions were performed in 125 patients. Demographic data [age, body mass index (BMI), current tobacco use, donor site] was found statistically comparable between both cohorts. In the PC cohort with fewer perioperative care providers, lower rates of revision surgery and flap loss were observed (P value =0.009 and 0.04, respectively). LOS was not significantly different between the two cohorts (P value =0.44). Conclusions The outcome of microsurgical breast reconstruction depends on multiple factors. In this study, fewer flap complications occurred at the small clinic. One reason among others might be the lower number of perioperative care providers involved and hence higher likelihood of sharing microsurgical cases, which facilitates routine and ensures less variability in care. The value of perioperative team subspecialization in microsurgical breast reconstruction needs to be assessed in prospective studies.
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Affiliation(s)
- Nicole E. Speck
- Plastic Surgery Group, Zurich, Switzerland;,Department of Plastic, Reconstructive, Aesthetic and Hand Surgery, University Hospital Basel, Basel, Switzerland
| | - Kathrin Dreier
- Department of Anesthesiology, Klinik Pyramide am See, Zurich, Switzerland
| | | | | | | | - Jian Farhadi
- Plastic Surgery Group, Zurich, Switzerland;,University of Basel, Basel, Switzerland
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Seifman MA, Young AB, Nestel D. Simulation in plastic and reconstructive surgery: a scoping review. Simul Healthc 2022. [DOI: 10.54531/hnpw7177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Since the origins of surgery, simulation has played an important role in surgical education, particularly in plastic and reconstructive surgery. This has greater relevance in contemporary settings of reduced clinical exposure resulting in limited work-based learning opportunities. With changing surgical curricula, it is prescient to examine the role of simulation in plastic and reconstructive surgery.
A scoping review protocol was used to identify relevant studies, with an iterative process identifying, reviewing and charting the data to derive reported outcomes and themes.
Of the 554 studies identified, 52 studies were included in this review. The themes identified included simulator modalities, curriculum elements targeted and relevant surgical competencies. There was a predominance of synthetically based simulators, targeting technical skills largely associated with microsurgery, paediatric surgery and craniomaxillofacial surgery.
Existing simulators largely address high-complexity procedures. There are multiple under-represented areas, including low-complexity procedures and simulation activities addressing communication, collaboration, management and leadership. There are many opportunities for simulation in surgical education, which requires a contextual appreciation of educational theory. Simulation may be used both as a learning method and as an assessment tool.
This review describes the literature relating to simulation in plastic and reconstructive surgery and proposes opportunities for incorporating simulation in a broader sense, in the surgical curriculum.
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Affiliation(s)
- Marc A Seifman
- 1Plastic, Reconstructive and Hand Surgery Unit, Peninsula Health, Frankston, Australia
| | - Abby B Young
- 1Plastic, Reconstructive and Hand Surgery Unit, Peninsula Health, Frankston, Australia
| | - Debra Nestel
- 2Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Melbourne, Australia
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Intraoperative dynamics of workflow disruptions and surgeons' technical performance failures: insights from a simulated operating room. Surg Endosc 2022; 36:4452-4461. [PMID: 34724585 PMCID: PMC9085674 DOI: 10.1007/s00464-021-08797-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Accepted: 10/17/2021] [Indexed: 01/29/2023]
Abstract
INTRODUCTION Flow disruptions (FD) in the operating room (OR) have been found to adversely affect the levels of stress and cognitive workload of the surgical team. It has been concluded that frequent disruptions also lead to impaired technical performance and subsequently pose a risk to patient safety. However, respective studies are scarce. We therefore aimed to determine if surgical performance failures increase after disruptive events during a complete surgical intervention. METHODS We set up a mixed-reality-based OR simulation study within a full-team scenario. Eleven orthopaedic surgeons performed a vertebroplasty procedure from incision to closure. Simulations were audio- and videotaped and key surgical instrument movements were automatically tracked to determine performance failures, i.e. injury of critical tissue. Flow disruptions were identified through retrospective video observation and evaluated according to duration, severity, source, and initiation. We applied a multilevel binary logistic regression model to determine the relationship between FDs and technical performance failures. For this purpose, we compared FDs in one-minute intervals before performance failures with intervals without subsequent performance failures. RESULTS Average simulation duration was 30:02 min (SD = 10:48 min). In 11 simulated cases, 114 flow disruption events were observed with a mean hourly rate of 20.4 (SD = 5.6) and substantial variation across FD sources. Overall, 53 performance failures were recorded. We observed no relationship between FDs and likelihood of immediate performance failures: Adjusted odds ratio = 1.03 (95% CI 0.46-2.30). Likewise, no evidence could be found for different source types of FDs. CONCLUSION Our study advances previous methodological approaches through the utilisation of a mixed-reality simulation environment, automated surgical performance assessments, and expert-rated observations of FD events. Our data do not support the common assumption that FDs adversely affect technical performance. Yet, future studies should focus on the determining factors, mechanisms, and dynamics underlying our findings.
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Gasteratos K, Paladino JR, Akelina Y, Mayer HF. Superiority of living animal models in microsurgical training: beyond technical expertise. EUROPEAN JOURNAL OF PLASTIC SURGERY 2021; 44:167-176. [PMID: 33589852 PMCID: PMC7875764 DOI: 10.1007/s00238-021-01798-1] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2021] [Accepted: 02/02/2021] [Indexed: 12/21/2022]
Abstract
Background Many studies are investigating the role of living and nonliving models to train microsurgeons. There is controversy around which modalities account for the best microsurgical training. In this study, we aim to provide a systematic literature review of the practical modalities in microsurgery training and compare the living and nonliving models, emphasizing the superiority of the former. We introduce the concept of non-technical skill acquisition in microsurgical training with the use of living laboratory animals in the context of a novel proposed curriculum. Methods A literature search was conducted on PubMed/Medline and Scopus within the past 11 years based on a combination of the following keywords: “microsurgery,” “training,” “skills,” and “models.” The online screening process was performed by two independent reviewers with the Covidence tool. A total of 101 papers was identified as relevant to our study. The protocol was reported in line with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement. Results Living models offer the chance to develop both technical and non-technical competencies (i.e., leadership, situation awareness, decision-making, communication, and teamwork). Prior experience with ex vivo tissues helps residents consolidate basic skills prior to performing more advanced techniques in the living tissues. Trainees reported a higher satisfaction rate with the living models. Conclusions The combination of living and nonliving training microsurgical models leads to superior results; however, the gold standard remains the living model. The validity of the hypothesis that living models enhance non-technical skills remains to be confirmed. Level of evidence: Not ratable.
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Affiliation(s)
- Konstantinos Gasteratos
- Department of Plastic and Reconstructive Surgery, Papageorgiou General Hospital, Thessaloniki, Greece
| | | | - Yelena Akelina
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York, NY USA
| | - Horacio F Mayer
- Plastic Surgery Department, Hospital Italiano de Buenos Aires, University of Buenos Aires School of Medicine, Hospital Italiano de Buenos Aires University Institute, Buenos Aires, Argentina
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Impact of Acoustic and Interactive Disruptive Factors during Robot-Assisted Surgery-A Virtual Surgical Training Model. SENSORS 2020; 20:s20205891. [PMID: 33080919 PMCID: PMC7594064 DOI: 10.3390/s20205891] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Revised: 09/28/2020] [Accepted: 10/14/2020] [Indexed: 12/18/2022]
Abstract
The use of virtual reality trainers for teaching minimally invasive surgical techniques has been established for a long time in conventional laparoscopy as well as robotic surgery. The aim of the present study was to evaluate the impact of reproducible disruptive factors on the surgeon's work. In a cross-sectional investigation, surgeons were tested with regard to the impact of different disruptive factors when doing exercises on a robotic-surgery simulator (Mimic Flex VRTM). Additionally, we collected data about the participants' professional experience, gender, age, expertise in playing an instrument, and expertise in playing video games. The data were collected during DRUS 2019 (Symposium of the German Society for Robot-assisted Urology). Forty-two surgeons attending DRUS 2019 were asked to participate in a virtual robotic stress training unit. The surgeons worked in various specialties (visceral surgery, gynecology, and urology) and had different levels of expertise. The time taken to complete the exercise (TTCE), the final score (FSC), and blood loss (BL) were measured. In the basic exercise with an interactive disruption, TTCE was significantly longer (p < 0.01) and FSC significantly lower (p < 0.05). No significant difference in TTCE, FSC, or BL was noted in the advanced exercise with acoustic disruption. Performance during disruption was not dependent on the level of surgical experience, gender, age, expertise in playing an instrument, or playing video games. A positive correlation was registered between self-estimation and surgical experience. Interactive disruptions have a greater impact on the performance of a surgeon than acoustic ones. Disruption affects the performance of experienced as well as inexperienced surgeons. Disruption in daily surgery should be evaluated and minimized in the interest of the patient's safety.
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