OBJECTIVE: Entrustable professional activities (EPAs) are a crucial component of contemporary postgraduate medical education with many surgery residency programs having implemented EPAs as a competency assessment framework to assess and provide feedback on the performance of their residents. Despite broad implementation of EPAs, there is a paucity of evidence regarding the impact of EPAs on the learners and learning environments. A first step in improving understanding of the use and impact of EPAs is by mapping the rising number of EPA-related publications from the field of surgery. The primary objective of this scoping review is to examine the nature, extent, and range of articles on the development, implementation, and assessment of EPAs. The second objective is to identify the experiences and factors that influence EPA implementation and use in practice in surgical specialties.
METHODS: Scoping review. Four electronic databases (Medline, Embase, Education Source, and ERIC) were searched on January 20, 2022, and then again on July 19, 2023. A quasi-statistical content analysis was employed to quantify and draw meaning from the information related to the development, implementation, assessment, validity, reliability, and experiences with EPAs in the workplace.
METHODS: A total of 42 empirical and nonempirical articles were included.
RESULTS: Four thematic categories describe the topic areas in included articles related to: 1) the development and refinement of EPAs, including the multiple steps taken to develop and refine unique EPAs for surgery residency programs; 2) the methods for implementing EPAs; 3) outcomes of EPA use in practice; 4) barriers, facilitators, and areas for improvement for the implementation and use of EPAs in surgical education.
CONCLUSIONS: This scoping review highlights the key trends and gaps from the rapidly increasing number of publications on EPAs in surgery residency, from development to their use in the workplace. Existing EPA studies lack a theoretical and/or conceptual basis; future development and implementation studies should adopt implementation science frameworks to better structure and operationalize EPAs within surgery residency programs.

Adverse events occur in all fields of medicine, including allergy-immunology, in which allergen immunotherapy medical errors can cause significant harm. Although difficult to experience, such errors constitute opportunities for improvement. Identifying system vulnerabilities can allow resolution of latent errors before they become active problems. We review key aspects and frameworks of the medical error response, acknowledging the fundamental responsibility of clinical teams to learn from harm. Adverse event response comprises 4 major phases: (1) event recognition and reporting, (2) investigation (for which root cause analysis can be helpful), (3) improvement (inclusive of the plan-do-study-act cycle), and (4) communication and resolution. Throughout the process, clinician wellness must be maintained. Adverse event prevention should be prioritized, and a human factors engineering approach can be useful. Quality improvement tools and approaches complement one another and together offer a meaningful avenue for error recovery and prevention.

UNASSIGNED: Clinical informatics is an important component of the AMA-endorsed third pillar of undergraduate medical education, health systems science. Discrete educational opportunities for clinical informatics and health systems science among early learners are lacking in medical school curricula.
UNASSIGNED: We developed and evaluated a multistep, 2.5-hour activity during the gastroenterology module to introduce these topics to preclerkship medical students. A didactic session introducing clinical informatics and clinical decision support and reviewing health promotion and screening concepts was followed by small-group activities. Students worked through a series of exercises culminating in the generation of a clinical decision support tool based on the United States Preventive Services Task Force (USPSTF) colorectal cancer screening recommendations.
UNASSIGNED: Between 2022 and 2023, 326 first-year medical students participated in this workshop. Feedback was predictably mixed. In 2022, 88% of postclass survey respondents confirmed having a better clinical informatics understanding after the workshop. In 2023, students reported a statistically significant increase in their self-reported understanding of the role of clinical informatics, clinical decision support, and USPSTF colorectal cancer recommendations.
UNASSIGNED: Clinical decision support is a viable pathway for introduction of clinical informatics, health systems science, and public health/prevention topics. Our educational approach offers an interactive introduction to this group of topics that can benefit future physicians. While colon cancer provides a robust option for the clinical situation, this activity could be modified to fit into many different clinical scenarios, allowing for interdisciplinary education during either undergraduate or graduate medical education.

To develop an algorithm to predict intraoperative Red Blood Cell (RBC) transfusion from preoperative variables contained in the electronic medical record of our institution, with the goal of guiding type and screen ordering.
Machine Learning model development on retrospective single-center hospital data.
Preoperative period and operating room.
The study included patients ≥18 years old who underwent surgery during 2019-2022 and excluded those who refused transfusion, underwent emergency surgery, or surgery for organ donation after cardiac or brain death.
Prediction of intraoperative transfusion vs. no intraoperative transfusion.
The outcome variable was intraoperative transfusion of RBCs. Predictive variables were surgery, surgeon, anesthesiologist, age, sex, body mass index, race or ethnicity, preoperative hemoglobin (g/dL), partial thromboplastin time (s), platelet count x 109 per liter, and prothrombin time. We compared the performances of seven machine learning algorithms. After training and optimization on the 2019-2021 dataset, model thresholds were set to the current institutional performance level of sensitivity (93%). To qualify for comparison, models had to maintain clinically relevant sensitivity (>90%) when predicting on 2022 data; overall accuracy was the comparative metric.
Out of 100,813 cases that met study criteria from 2019 to 2021, intraoperative transfusion occurred in 5488 (5.4%) of cases. The LightGBM model was the highest performing algorithm in external temporal validity experiments, with overall accuracy of (76.1%) [95% confidence interval (CI), 75.6-76.5], while maintaining clinically relevant sensitivity of (91.2%) [95% CI, 89.8-92.5]. If type and screens were ordered based upon the LightGBM model, the predicted type and screen to transfusion ratio would improve from 8.4 to 5.1.
Machine learning approaches are feasible in predicting intraoperative transfusion from preoperative variables and may improve preoperative type and screen ordering practices when incorporated into the electronic health record.

OBJECTIVE: Although proficient systems-based practice is a foundational skill for physicians, how best to teach it has not been well established. An elective course for fourth-year medical students wherein participants had an immersive experience with multiple interprofessional staff was created and analyzed. The authors hypothesized that participating students and interprofessional staff would show gains in systems-based knowledge and interprofessional communication.
METHODS: The course was a 2-week elective experience for fourth-year medical students at the Larner College of Medicine at the University of Vermont, Burlington, VT, USA. Participants integrated into a variety of interprofessional, non-physician, and administrative roles within the hospital system. Pre- and post-elective systems-based knowledge and interprofessional communication were assessed. Participating interprofessional staff were also surveyed on their experiences.
RESULTS: From 2019 through 2022, 14 students participated in the elective, all of whom provided data. All participating students showed a quantitative improvement in systems-based knowledge and qualitatively commented on the high value of the elective in furthering their understanding of interdisciplinary care and communication. Of the 22 participating interprofessional staff surveyed, 17 responded (response rate 77%), and data showed high satisfaction with the experience and that having students learn more about their jobs improved their own job satisfaction.
CONCLUSIONS: An immersive, hands-on experience with interprofessional colleagues showed dual benefits for both students and staff alike. Such an elective experience is scalable to other institutions nationally and should become a standard part of medical student curricula.

Background: Hospice and palliative medicine is important in the education of pediatric residents. Little is known about if and how residents\' learnings during a pediatric palliative care elective fulfill core competencies and Pediatrics subcompetencies as set forth by the Accreditation Council for Graduate Medical Education (ACGME) and published subspecialty competencies for residents in pediatric hospice and palliative medicine (pHPM). Objectives: To evaluate what residents are learning on a four-week pediatric palliative care elective rotation at a single institution and how these learnings fulfill ACGME and pHPM competencies. Setting/Subjects: Prompted, written reflections were collected from residents completing a pediatric palliative care rotation at a large, urban academic center in the United States between academic years 2016-2017 and 2020-2021. Measurements: A qualitative, inductive reasoning approach was used to analyze reflections for emergent themes and codes. A deductive approach was used to map resulting codes to ACGME core competencies, Pediatric subcompetencies, and pHPM competencies. Results: Twenty-five resident reflections were collected. Inductive analysis revealed three primary themes and 102 codes. These codes were mapped to all six ACGME core competencies and mapped to most Pediatric subcompetencies with the exception of performing a physical examination, organizing and prioritizing patients, diagnostic evaluation, and community and population health. Codes mapped to most pHPM competencies with the exception of two symptom-based competencies, malignant bowel obstruction and severe fatigue. Conclusions: Residents\' written reflections following a pediatric palliative care elective rotation demonstrated robust learnings that fulfill many core, specialty, and subspecialty competencies, particularly those that relate to patient- and family-centered care, communication, professionalism, and systems-based practice.

The purpose of this study was to monitor the integration of general surgery residency programs before and after the 2020 unified match. We hypothesized that integration of osteopathic (DO) surgery residents would increase.
We performed a retrospective cohort study of surgery residency programs between 2019 and 2021 utilizing data provided by the Association of American Medical Colleges. Program composition (2021) and changes in composition (2019-2021) were compared by program type. Multivariable logistic regression models assessed variables associated with DO presence (2021) and integration (2019-2021).
General surgery residency programs across the United States.
Civilian surgery residencies that completed the 2019-2021 program survey.
Out of 320 programs, DO residents were integrated at 69% (221/320), including 52% (63/122) university programs, 78% (101/129) university-affiliated programs and 83% (57/69) community programs (p < 0.01). Overall, 23 (8%) programs integrated DO residents from 2019 to 2021, and 9 (21%) ex-American Osteopathic Association programs integrated MD residents (both p < 0.01). The median number of DO residents was 1 (interquartile range, IQR 0-2) at university programs, 2 (IQR 1-7) at university-affiliated programs, and 5 (IQR 2-12) at community programs (p < 0.01). The median number of DO residents at all programs increased from 1 (IQR 0-5) to 2 (IQR 0-6) since 2019 (p < 0.01). Community (OR 2.6, p = 0.04), university-affiliated (OR 2.3, p = 0.02), and programs with DOs in 2019 (OR 19.0, p < 0.01) were associated with increased odds of DOs present in 2021, while DO faculty (OR 2.6, p = 0.02) was the only factor independently associated with integrating DOs after 2019.
While some programs have integrated DO residents, progress is slow, median numbers of DO residents remain low, and familiarity with DOs is most associated with integration. We explore barriers to integration, and advance recommendations to eliminate potential disparities.

This systematic review aims to evaluate the effectiveness of systems-based practice (SBP) curricula from the perspective of health professions students and workers. A total of 8468 citations were sourced from six electronic databases and manual searches conducted independently by two researchers, of which 44 studies were eventually included. A meta-analysis using a random effects model and a meta-synthesis using the thematic synthesis approach were conducted. Most studies targeted medical students, residents, and resident physicians from various clinical specialties. Almost half of all studies focused on didactic or knowledge-based interventions to teach SBP. About a third of all studies measured non-self-evaluated knowledge change, clinical abilities, and clinical outcomes. Both meta-analysis and meta-synthesis results revealed positive outcomes of increased knowledge of SBP, increased recognition of SBP as a core competency in one\'s profession, and increased application of SBP knowledge in one\'s profession. Meta-synthesis results also revealed negative outcomes at the institutional and teacher/health professions level. This review highlights the importance of SBP education and supports the effectiveness of SBP curricula. There is a need to address the negative outcomes at the institutional and teacher/health professions level. Moreover, future studies could investigate the integration of self-assessment outcomes with comparison to some external standard.

One of the ACGME\'s six core competencies, systems-based practice (SBP), is difficult to interpret and developing proficiency over a one-year fellowship poses a challenge. Given the implications that successful SBP can have on pain medicine, it is especially important for fellows to focus on this competency during their training. Here, we propose a way to implement effective SBP into a pain medicine fellowship and the impact it may have within the larger health care system.

Faculty are increasingly expected to teach about the impact of racism on health and to model the principles of health equity. However, they often feel ill-equipped to do so, and there is limited literature on faculty development on these topics. We developed a curriculum for faculty education on racism and actions to advance racial health equity.
The curriculum design was based on a literature review and needs assessments. Implementation consisted of four live virtual 1-hour sessions incorporating interactive didactics, cases, reflection, goal setting, and discussion offered to a multidisciplinary group of pediatric faculty at a children\'s hospital. Topics included the history of racism, racism in health care, interacting with trainees and colleagues, and racial equity in policy. Evaluation consisted of pre- and postsurveys at the beginning and end of the curriculum and a survey after each session.
A mean of 78 faculty members attended each session (range: 66-94). Participants reported high satisfaction and increased knowledge at the end of each session. Qualitative themes included self-reflection on personal biases, application of health equity frameworks and tools, becoming disruptors of racism, and the importance of systemic change and policy.
This curriculum is an effective method for increasing faculty knowledge and comfort. The materials can be adapted for various audiences.