Clinical teaching self-efficacy positively predicts professional fulfillment and negatively predicts burnout amongst Thai physicians: a cross-sectional survey.

BACKGROUND: Clinician teachers (physicians who teach in clinical settings) experience considerable psychological challenges in providing both educational training and patient care. This study aimed to determine the prevalence of physician burnout and professional fulfillment, and to identify internal and external factors associated with mental health outcomes among Thai clinician teachers working in non-university teaching hospitals. METHOD: A one-time online questionnaire was completed by physicians at 37 governmental, non-university teaching hospitals in Thailand, with 227 respondents being assessed in the main analyses. Four outcomes were evaluated including burnout, professional fulfillment, quality of life, and intentions to quit. RESULTS: The observed prevalence of professional fulfillment was 20%, and burnout was 30.7%. Hierarchical regression analysis showed a significant internal, psychological predictor (clinical teaching self-efficacy) and external, structural predictors (multiple roles at work, teaching support), controlling for the background variables of gender, years of teaching experience, family roles, and active chronic disease, with clinical teaching self-efficacy positively predicting professional fulfillment (b = 0.29, p ≤.001) and negatively predicting burnout (b = - 0.21, p =.003). CONCLUSIONS: Results highlight the importance of faculty development initiatives to enhance clinical teaching self-efficacy and promote mental health among Thai physicians.

Findings Favor Haptics Feedback in Virtual Simulation Surgical Education: An Updated Systematic and Scoping Review.

BACKGROUND: Virtual simulations (VSs) enhance clinical competencies and skills. However, a previous systematic review of 9 RCT studies highlighted a paucity of literature on the effects of haptic feedback in surgical VSs. An updated systematic and scoping review was conducted to encompass more studies and a broader range of study methodologies. METHODS: A systematic literature search was conducted on July 31, 2023, in MEDLINE, Embase, and Cochrane. English language studies comparing haptic vs non-haptic conditions and using VSs were included. Studies were evaluated and reported using PRISMA-ScR guidelines. RESULTS: Out of 2782 initial studies, 51 were included in the review. Most studies used RCT (21) or crossover (23) methodologies with medical residents, students, and attending physicians. Most used post-intervention metrics, while some used pre- and post-intervention metrics. Overall, 34 performance results from studies favored haptics, 3 favored non-haptics, and the rest showed mixed or equal results. CONCLUSION: This updated review highlights the diverse application of haptic technology in surgical VSs. Haptics generally enhances performance, complements traditional teaching methods, and offers personalized learning with adequate simulator validation. However, a sparsity of orienting to the simulator, pre-/post-study designs, and small sample sizes poses concerns with the validity of the results. We underscore the urgent need for standardized protocols, large-scale studies, and nuanced understanding of haptic feedback integration. We also accentuate the significance of simulator validation, personalized learning potential, and the need for researcher, educator, and manufacturer collaboration. This review is a guidepost for navigating the complexities and advancements in haptic-enhanced surgical VSs.

Rethinking how health care professionals cope with stress: A process model for COVID-19 and beyond.

ISSUE: Prior to the COVID-19 pandemic, there was evidence of challenges surrounding the psychological well-being of health care professionals (HCPs). HCPs already frayed psychological ability to cope risks being further compromised by COVID-19-related stresses. CRITICAL THEORETICAL ANALYSIS: Most research on stress, psychological distress, and coping among HCPs is done in a piecemeal manner without a theoretical model connecting these different but related phenomena. This critical advancement article aims to apply and extend Wheaton and Montazer's model of stressors, stress, and distress to the literature on HCPs, generally, and COVID-19, specifically, to summarize past and guide future research on HCPs' mental health, resilience, and coping. Our model describes how different sources of support buffer the effect of stressors on stress and how coping strategies moderate the effect of stress on psychological distress. ADVANCE: We extended the model by (a) distinguishing context from the support in HCPs' environment; (b) distinguishing adaptive from maladaptive coping strategies and their relationships with antecedents and outcomes; (c) describing the adverse impacts that psychological distress has on patients, HCPs, and health services; and (d) describing how such outcomes can become stressors, in turn, further contributing to HCPs' stress in a vicious cycle. PRACTICE IMPLICATIONS: Our model provides a broader perspective of HCPs' work-related mental health and helps guide the creation, implementation, and evaluation of different sources of support and promote adaptive coping strategies. This model helps HCPs, researchers, and health services managers better understand and respond to the well-being crisis HCPs are facing, especially during the pandemic.

Improving Pediatric Trauma Education by Teaching Non-technical Skills: A Randomized Controlled Trial.

BACKGROUND: Pediatric trauma is a significant cause of child mortality, and the absence of non-technical skills (NTS) among health providers is linked with errors in patients' care. In this study, we evaluate the effectiveness of a structured debriefing protocol in enhancing NTS during pediatric trauma simulation. METHODS: A total of 45 medical students were successfully recruited from two medical schools, one in Brazil and one in Canada. Medical students were assigned to a control (N = 20) or intervention group (N = 25) in a randomized control trial. Following simulated scenarios, participants in the intervention group underwent NTS debriefing, while the control received standard debriefing based on the Advanced Trauma Life Support (ATLS) protocol. Students' confidence, NTS level, and performance were measured through self-assessment surveys, the Non-Technical Skills for Surgeons (NOTSS) score, and adherence to the trauma protocol, respectively. Baseline characteristics and outcomes were compared using t-tests, Mann-Whitney, Wilcoxon signed-rank Kruskal-Wallis, ANOVA, and a repeated-measures ANCOVA. A significance level was set at p < 0.05. RESULTS: The workshop increased students' confidence in leading trauma resuscitation regardless of their assignment to condition. While controlling for covariates, students in the intervention group significantly improved their overall NOTSS compared to those in the control and in all categories: situational awareness, decision-making, communication and teamwork, and leadership. The intervention teams also demonstrated a significant increase in completing trauma protocol steps. CONCLUSION: Implementing structured debriefing focusing on NTS enhanced these skills and improved adherence to protocol among medical students managing pediatric trauma-simulated scenarios. These findings support integrating NTS training in pediatric trauma education. LEVEL OF EVIDENCE: I.

Performance of generative pre-trained transformers (GPTs) in Certification Examination of the College of Family Physicians of Canada.

INTRODUCTION: The application of large language models such as generative pre-trained transformers (GPTs) has been promising in medical education, and its performance has been tested for different medical exams. This study aims to assess the performance of GPTs in responding to a set of sample questions of short-answer management problems (SAMPs) from the certification exam of the College of Family Physicians of Canada (CFPC). METHOD: Between August 8th and 25th, 2023, we used GPT-3.5 and GPT-4 in five rounds to answer a sample of 77 SAMPs questions from the CFPC website. Two independent certified family physician reviewers scored AI-generated responses twice: first, according to the CFPC answer key (ie, CFPC score), and second, based on their knowledge and other references (ie, Reviews' score). An ordinal logistic generalised estimating equations (GEE) model was applied to analyse repeated measures across the five rounds. RESULT: According to the CFPC answer key, 607 (73.6%) lines of answers by GPT-3.5 and 691 (81%) by GPT-4 were deemed accurate. Reviewer's scoring suggested that about 84% of the lines of answers provided by GPT-3.5 and 93% of GPT-4 were correct. The GEE analysis confirmed that over five rounds, the likelihood of achieving a higher CFPC Score Percentage for GPT-4 was 2.31 times more than GPT-3.5 (OR: 2.31; 95% CI: 1.53 to 3.47; p<0.001). Similarly, the Reviewers' Score percentage for responses provided by GPT-4 over 5 rounds were 2.23 times more likely to exceed those of GPT-3.5 (OR: 2.23; 95% CI: 1.22 to 4.06; p=0.009). Running the GPTs after a one week interval, regeneration of the prompt or using or not using the prompt did not significantly change the CFPC score percentage. CONCLUSION: In our study, we used GPT-3.5 and GPT-4 to answer complex, open-ended sample questions of the CFPC exam and showed that more than 70% of the answers were accurate, and GPT-4 outperformed GPT-3.5 in responding to the questions. Large language models such as GPTs seem promising for assisting candidates of the CFPC exam by providing potential answers. However, their use for family medicine education and exam preparation needs further studies.

Social-Historical Accounts of Hope and Resilience: Experiences of Prominent Sexual Orientation Minority Elders.

Despite the challenges faced by sexual orientation minority (SOM) individuals, many SOM individuals are able to persist and develop resiliency over the course of their lives. The present study explored how prominent SOM elders perceived the LGBTQ+ community as developing hope and resiliency in relation to major events of lesbian, gay, bisexual, transgender, queer (LGBTQ+) rights development. Using a basic qualitative approach, we analyzed interview data and three categories emerged. More specifically, these categories were: (1) internalization of societal views; (2) fostering safety and acceptance by creating a sense of community; and (3) sources of inspiration for initiating change. The resulting categories show the complex interaction of social influences and resiliency during times of societal reformation. We discuss the implications of how group-based emotions and identity processes during times of societal reformation foster a life-long resilience.

Pan-Canadian initiative on Fundamental Competencies for Transcatheter Cardiac Surgery: A modified Delphi consensus study.

OBJECTIVE: Transcatheter cardiac procedures have generated increasing interest in trainees and training programs alike. Using the modified Delphi method, we sought to clarify the transcatheter competencies that cardiac surgery residents should be expected to attain by the completion of training. METHODS: Individuals with expertise in transcatheter structural heart and aortic procedures were recruited across Canada. A questionnaire was prepared using a 5-point Likert scale. During 2 rounds, participants rated the competencies that they thought cardiac surgery residents should be required to achieve to perform transcatheter procedures. Data were analyzed and presented to participants between rounds. Competencies rated 4 or higher by at least 80% of respondents after the second round were considered fundamental to transcatheter cardiac surgical training. RESULTS: A total of 46 individuals participated in the study, including 23 cardiac surgeons, 17 interventional cardiologists, and 6 vascular surgeons. Participants with relevant experience performed a median of 75 (interquartile range, 40-100) transcatheter aortic valve implantations in the prior year as primary or secondary operator and 15 (interquartile range, 11-35) thoracic endovascular aortic repairs in the prior 2 years as primary operator. Median clinical and teaching experience consisted of 13 (interquartile range, 7-19.5) years in practice and 8.5 (interquartile range, 5-15) residents taught per year, respectively. Of the included competencies, 53 were considered fundamental to transcatheter cardiac surgical training. CONCLUSIONS: The identified fundamental competencies can be used to develop educational strategies during transcatheter cardiac surgery training. Future efforts should focus on collecting evidence for their validity.

A scoping review of emotions and related constructs in simulation-based education research articles.

BACKGROUND: While acknowledgement of emotions' importance in simulation-based education is emerging, there are concerns regarding how education researchers understand the concept of emotions for them to deliberately incorporate emotionally charged scenarios into simulation-based education. This concern is highlighted especially in the context of medical education often lacking strong theoretical integration. To map out how current simulation-based education literature conceptualises emotion, we conducted a scoping review on how emotions and closely related constructs (e.g. stress, and emotional intelligence) are conceptualised in simulation-based education articles that feature medical students, residents, and fellows. METHODS: The scoping review was based on articles published in the last decade identified through database searches (EMBASE and Medline) and hand-searched articles. Data extraction included the constructs featured in the articles, their definitions, instruments used, and the types of emotions captured. Only empirical articles were included (e.g. no review or opinion articles). Data were charted via descriptive analyses. RESULTS: A total of 141 articles were reviewed. Stress was featured in 88 of the articles, while emotions and emotional intelligence were highlighted in 45 and 34 articles respectively. Conceptualisations of emotions lacked integration of theory. Measurements of emotions mostly relied on self-reports while stress was often measured via physiological and self-report measurements. Negative emotions such as anxiety were sometimes seen as interchangeable with the term stress. No inferences were made about specific emotions of participants from their emotional intelligence. CONCLUSIONS: Our scoping review illustrates that learners in simulation-based education are most often anxious and fearful. However, this is partially due to medical education prioritising measuring negative emotions. Further theoretical integration when examining emotions and stress may help broaden the scope towards other kinds of emotions and better conceptualisations of their impact. We call for simulation education researchers to reflect on how they understand emotions, and whether their understanding may neglect any specific aspect of affective experiences their simulation participants may have.

Nursing Students Reported More Positive Emotions about Training during COVID-19 After Using a Virtual Simulation Paired with an In-person Simulation.

Background: Virtual simulations (VS) are educational tools that can help overcome the limitations of in-person learning highlighted during the COVID-19 pandemic. Research has illustrated that VS can support learning, but little is known about the usability of VS as a distance learning tool. Research on students' emotions about VS is also scarce, despite the influence of emotions on learning. Methods: A quantitative longitudinal study was conducted with undergraduate nursing students. 18 students participated in a hybrid learning experience involving a virtual simulation (VS) followed by an in-person simulation. Students completed questionnaires about their emotions, perceived success, and usability and received a performance score from the VS. Results: Nursing students reported statistically significant improvements in their emotions about completing their program after completing both VS and in-person simulations compared to their emotions before the pair of simulations. Emotions directed toward the VS were weak-to-moderate in strength, but predominantly positive. Positive emotions were positively associated with nursing students' performance. Findings replicated "okay" approaching "good" usability ratings from a recent study with key methodological differences that used the same software. Conclusions: VS can be an emotionally positive, effective, efficient, and satisfying distance learning supplement to traditional simulations.

Identifying Royal College-accredited simulation centre research priorities across Canada.

To advance the field of health sciences simulation, research must be of high quality and would benefit from multi-institutional collaboration where centres can leverage and share expertise as well as work together to overcome limits to the generalizability of research findings from single-institution studies. A needs assessment in emergency medicine simulation has illustrated the importance of identifying research priorities in Canada. The main purpose of this study was to identify simulation research priority directions for Canadian simulation centres. The current survey study drew on 16 research priorities developed through a two-round internal Delphi study at McGill University that 15 of 17 simulation centre advisory board members participated in. The final 16 research priorities were then rated by a total of 18 of 24 simulation centre directors and/or delegates contacted from 15 of 19 Royal College of Physicians and Surgeons of Canada-accredited simulation centres in Canada. Results revealed nine common research priorities that reached 70% or higher agreement for all respondents. We anticipate that our findings can contribute to building a shared vision of priorities, community, and collaboration to enhance health care simulation research quality amongst Canadian simulation centres.

Pour faire progresser le domaine de la simulation en sciences de la santé, il faut tendre vers une recherche de haute qualité, qui serait favorisée par une collaboration multi-institutionnelle permettant aux programmes de tirer parti de leur expertise, de la partager et de surmonter les limites de la généralisabilité des résultats de recherche provenant d'études menées dans un seul établissement. Une évaluation des besoins en matière de simulation en médecine d'urgence a illustré l'importance de définir des priorités de recherche à l'échelle du Canada. Le principal objectif de cette étude était de dresser les orientations prioritaires des programmes de simulation canadiens pour la recherche en simulation. Elle est basée sur 16 priorités de recherche dégagées d'une étude Delphi à deux tours réalisée à l'Université [masqué], à laquelle 15 des 17 membres du comité consultatif de son centre de simulation ont participé. Les 16 priorités de recherche finales ont ensuite été évaluées par 18 des 24 directeurs ou délégués de centres de simulation contactés, provenant de 15 des 19 programmes de simulation agréés par le Collège royal des médecins et chirurgiens du Canada. Les résultats font état de neuf priorités de recherche communes ayant obtenu un taux d'accord de 70 % ou plus parmi l'ensemble des répondants. Nous pensons que nos résultats peuvent contribuer à l'élaboration d'une vision commune des priorités parmi les programmes de simulation canadiens, à la création d'une communauté de pratique et à une collaboration pour améliorer la qualité de la recherche en simulation dans le domaine des soins de santé.

The use of artificial intelligence and virtual reality in doctor-patient risk communication: A scoping review.

OBJECTIVES: While the development of artificial intelligence (AI) and virtual reality (VR) technologies in medicine has been significant, their application to doctor-patient communication is limited. As communicating risk is a challenging, yet essential, component of shared decision-making (SDM) in surgery, this review aims to explore the current use of AI and VR in doctor-patient surgical risk communication. METHODS: The search strategy was prepared by a medical librarian and run in 7 electronic databases. Articles were screened by a single reviewer. Included articles described the use of AI or VR applicable to surgical risk communication between patients, their families, and the surgical team. RESULTS: From 4576 collected articles, 64 were included in this review. Identified applications included decision support tools (15, 23.4%), tailored patient information resources (13, 20.3%), treatment visualization tools (17, 26.6%) and communication training platforms (19, 29.7%). Overall, these technologies enhance risk communication and SDM, despite heterogeneity in evaluation methods. However, improvements in the usability and versatility of these interventions are needed. CONCLUSIONS: There is emerging literature regarding applications of AI and VR to facilitate doctor-patient surgical risk communication. PRACTICE IMPLICATIONS: AI and VR hold the potential to personalize doctor-patient surgical risk communication to individual patients and healthcare contexts.

A scoping review to identify competencies for transcatheter cardiovascular procedures.

OBJECTIVES: Transcatheter procedures are increasingly being recognized as a priority for cardiac surgeons and cardiac surgery trainees. The optimal method of teaching these procedures during residency training has not been established. We used an evidence-based approach to systematically review the literature and identify competencies to inform future paradigms of transcatheter training in cardiac surgery. METHODS: A scoping review was conducted to retrieve relevant literature on the performance of transcatheter cardiovascular procedures, identify competencies required by surgical residents learning to perform these procedures, and develop a preliminary list of competencies for consideration during transcatheter training. MEDLINE, Scopus, and ERIC were queried until April 1, 2020, using a systematic search strategy. No limitations were placed on publication date or type. RESULTS: A total of 1456 sources of evidence were retrieved. After deduplication and screening, there remained 33 that were included in the scoping review, published between 2006 and 2020. The distribution of publication types included 10 comparative studies (30.3% of total), 8 societal statements (24.2% of total), 5 surveys and 5 opinion articles (each 15.2% of total), 2 editorials and 2 descriptions of a simulator (each 6.1% of total), and 1 narrative review (3.0% of total). From these, a total of 400 items were identified and organized into 97 competencies. CONCLUSIONS: Evidence on the competencies required to perform transcatheter cardiovascular procedures is available from a variety of sources. The identified competencies may be a useful resource for developing curricula and teaching transcatheter procedures to cardiac surgery residents.

A debriefing tool to acquire non-technical skills in trauma courses.

Objective: The study reports the use of a nominal group technique (NGT) to evaluate the PEARLS Healthcare debriefing tool as a tool to foster non-technical skills in trauma simulation courses. Additionally, it introduces a debriefing card to be used in trauma courses. Design: A nominal group technique was used to evaluate the main strategies for PEARLS. The experts had the opportunity to share their opinions in an online survey and online meeting. Results: Seven participants participated in the nominal group. Based on the online survey results, the self-assessment debriefing strategy (from PEARLS) was rated 4.83/5 in relevance, the focused facilitation 5/5, and the provision of information 4.5/5. Participants felt that PEARLS was appropriate and useful for fostering non-technical skills: all the debriefing strategies contained in PEARLS were felt to be valid and worth using; and cue cards for the instructors were suggested to assist them in conducting structured formal debriefings. A specific debriefing tool for trauma scenarios was designed based on these suggestions, which is presented in this article. Conclusion: A nominal group of experts in education, simulation, and trauma support PEARLS strategies for non-technical skills training in trauma courses.

Nurses' and Physicians' Distress, Burnout, and Coping Strategies During COVID-19: Stress and Impact on Perceived Performance and Intentions to Quit.

INTRODUCTION: Health care providers (HCPs) have experienced more stress and burnout during COVID-19 than before. We compared sources and levels of stress, distress, and approaches to coping between nurses and physicians, and examined whether coping strategies helped mitigate the negative impact of stress and intentions to quit. METHODS: Using a cross-sectional study design, burnout was measured with the Maslach Burnout Inventory. Psychological distress was measured using the Depression, Anxiety, and Stress Scale. A self-reported survey was used to evaluate stressors, impact on perceived performance, and intentions to quit. The data were analyzed using t-tests and linear regression models. RESULTS: Responses of 119 HCPs were analyzed. Findings suggest that (1) compared to physicians, nurses experienced a higher level of distress and burnout, and used more maladaptive coping strategies. (2) Both nurses and physicians experienced more distress and burnout during COVID-19 than before. (3) Adaptive coping strategies moderated the negative impact of stress on work performance (4) Adaptive coping strategies moderated the negative effect of stress on burnout, which in turn reduced intentions to quit. Stress negatively impacted work performance and burnout only for those with low, but not high, levels of adaptive coping strategies. DISCUSSION: The current findings of HCPs' challenges, risks, and protective factors provide valuable information (1) on COVID-19's impact on HCPs, (2) to guide the distribution of institutional supportive efforts and recommend adaptive coping strategies, and (3) to inform medical education, such as resilience training, focusing on adaptive coping approaches.

Effect of Artificial Intelligence Tutoring vs Expert Instruction on Learning Simulated Surgical Skills Among Medical Students: A Randomized Clinical Trial.

Importance: To better understand the emerging role of artificial intelligence (AI) in surgical training, efficacy of AI tutoring systems, such as the Virtual Operative Assistant (VOA), must be tested and compared with conventional approaches. Objective: To determine how VOA and remote expert instruction compare in learners' skill acquisition, affective, and cognitive outcomes during surgical simulation training. Design, Setting, and Participants: This instructor-blinded randomized clinical trial included medical students (undergraduate years 0-2) from 4 institutions in Canada during a single simulation training at McGill Neurosurgical Simulation and Artificial Intelligence Learning Centre, Montreal, Canada. Cross-sectional data were collected from January to April 2021. Analysis was conducted based on intention-to-treat. Data were analyzed from April to June 2021. Interventions: The interventions included 5 feedback sessions, 5 minutes each, during a single 75-minute training, including 5 practice sessions followed by 1 realistic virtual reality brain tumor resection. The 3 intervention arms included 2 treatment groups, AI audiovisual metric-based feedback (VOA group) and synchronous verbal scripted debriefing and instruction from a remote expert (instructor group), and a control group that received no feedback. Main Outcomes and Measures: The coprimary outcomes were change in procedural performance, quantified as Expertise Score by a validated assessment algorithm (Intelligent Continuous Expertise Monitoring System [ICEMS]; range, -1.00 to 1.00) for each practice resection, and learning and retention, measured from performance in realistic resections by ICEMS and blinded Objective Structured Assessment of Technical Skills (OSATS; range 1-7). Secondary outcomes included strength of emotions before, during, and after the intervention and cognitive load after intervention, measured in self-reports. Results: A total of 70 medical students (41 [59%] women and 29 [41%] men; mean [SD] age, 21.8 [2.3] years) from 4 institutions were randomized, including 23 students in the VOA group, 24 students in the instructor group, and 23 students in the control group. All participants were included in the final analysis. ICEMS assessed 350 practice resections, and ICEMS and OSATS evaluated 70 realistic resections. VOA significantly improved practice Expertise Scores by 0.66 (95% CI, 0.55 to 0.77) points compared with the instructor group and by 0.65 (95% CI, 0.54 to 0.77) points compared with the control group (P < .001). Realistic Expertise Scores were significantly higher for the VOA group compared with instructor (mean difference, 0.53 [95% CI, 0.40 to 0.67] points; P < .001) and control (mean difference. 0.49 [95% CI, 0.34 to 0.61] points; P < .001) groups. Mean global OSATS ratings were not statistically significant among the VOA (4.63 [95% CI, 4.06 to 5.20] points), instructor (4.40 [95% CI, 3.88-4.91] points), and control (3.86 [95% CI, 3.44 to 4.27] points) groups. However, on the OSATS subscores, VOA significantly enhanced the mean OSATS overall subscore compared with the control group (mean difference, 1.04 [95% CI, 0.13 to 1.96] points; P = .02), whereas expert instruction significantly improved OSATS subscores for instrument handling vs control (mean difference, 1.18 [95% CI, 0.22 to 2.14]; P = .01). No significant differences in cognitive load, positive activating, and negative emotions were found. Conclusions and Relevance: In this randomized clinical trial, VOA feedback demonstrated superior performance outcome and skill transfer, with equivalent OSATS ratings and cognitive and emotional responses compared with remote expert instruction, indicating advantages for its use in simulation training. Trial Registration: ClinicalTrials.gov Identifier: NCT04700384.

Exploring the roles of artificial intelligence in surgical education: A scoping review.

BACKGROUND: Technology-enhanced teaching and learning, including Artificial Intelligence (AI) applications, has started to evolve in surgical education. Hence, the purpose of this scoping review is to explore the current and future roles of AI in surgical education. METHODS: Nine bibliographic databases were searched from January 2010 to January 2021. Full-text articles were included if they focused on AI in surgical education. RESULTS: Out of 14,008 unique sources of evidence, 93 were included. Out of 93, 84 were conducted in the simulation setting, and 89 targeted technical skills. Fifty-six studies focused on skills assessment/classification, and 36 used multiple AI techniques. Also, increasing sample size, having balanced data, and using AI to provide feedback were major future directions mentioned by authors. CONCLUSIONS: AI can help optimize the education of trainees and our results can help educators and researchers identify areas that need further investigation.

The study of visuospatial abilities in trainees: A scoping review and proposed model.

BACKGROUND: Visuospatial abilities are an important component of technical skill acquisition. Targeted visuospatial ability training may have positive implications for training programs. The development of such interventions requires an adequate understanding of the visuospatial ability processes necessary for surgical and nonsurgical tasks. This scoping review aims to identify the components of visuospatial ability that have been reported in surgical and nonsurgical trainees and determine if there is consensus regarding the language and psychometric measures used, clarifying the elements that may be required to develop interventions that enhance visuospatial ability. METHODS: A scoping review was designed to identify relevant records from EMBASE and Medline until January 13, 2020. Data were extracted on visuospatial ability terminology, dimensions, instruments, and interventions with results stratified by specialty (surgical, nonsurgical, or mixed). Conference abstracts, opinion pieces, and review studies were excluded. RESULTS: Out of 882 total records, 26 were identified that met criteria for inclusion. Surgical specialities were represented in > 90% of results. A total of 16 unique terms were used to describe visuospatial ability and were measured using 34 instruments, of which eight were used more than once. Eighteen different dimensions were identified. A single study explored the effects of a targeted visuospatial ability intervention. CONCLUSION: A wide range of visuospatial ability terms, instruments, and dimensions were identified, suggesting an incomplete understanding of the components most relevant to surgical and nonsurgical tasks. This confusion may be hindering the development of visuospatial ability targeted interventions during residency training. A rigorous methodological model is proposed to help unify the field and guide future research.