Incorporating LGBT+ mental health into psychiatric residency and training: perspectives from the Philippines.

The Philippine Mental Health Act upholds the rights and inclusivity of all people, regardless of gender and sexual orientation, within mental health services and programmes. Nevertheless, a noteworthy challenge lies in the inadequate attention given to the needs of LGBT+ individuals within the medical and health professions education in the country. Therefore, it is imperative to integrate LGBT+ mental health into psychiatric residency training. To address this gap, this paper proposes the inclusion of concepts relevant to LGBT+ mental health, including minority stress, intersectionality, identity concealment and LGBT+-affirming practices, to enhance the understanding and response to the needs of LGBT+ Filipinos.

Registrars' experience with research in family medicine training programmes in South Africa.

BACKGROUND:  Completion of a research assignment is a requirement for specialist training in South Africa. Difficulty with completion delays graduation and the supply of family physicians. The aim of this study was to explore the experience of registrars with their research in postgraduate family medicine training programmes. METHODS:  An explorative descriptive qualitative study. Extreme case purposive sampling selected registrars who had and had not completed their research on time, from all nine training programmes. Saturation was achieved after 12 semi-structured interviews. The framework method was used for data analysis, assisted by ATLAS.ti software. RESULTS:  The assumption of prior learning by teachers and supervisors contributed to a sense of being overwhelmed and stressed. Teaching modules should be more standardised and focussed on the practical tasks and skills, rather than didactic theory. Lengthy provincial and ethics processes, and lack of institutional support, such as scholarly services and financial support, caused delays. The expertise of the supervisor was important, and the registrar-supervisor relationship should be constructive, collaborative and responsive. The individual research experience was dependent on choosing a feasible project and having dedicated time. The balancing of personal, professional and academic responsibilities was challenging. CONCLUSION:  Training programmes should revise the teaching of research and improve institutional processes. Supervisors need to become more responsive, with adequate expertise. Provincial support is needed for streamlined approval and dedicated research time.Contribution: The study highlights ways in which teaching, and completion of research can be improved, to increase the supply of family physicians to the country.

Prevalence and factors associated with anxiety, depression and burnout in gynecology and obstetrics residents during the COVID-19 pandemic.

Objective: To determine the prevalence of anxiety, depression and burnout in residents of Gynecology and Obstetrics during COVID-19 pandemic in Brazil and its associated factors. Methods: Cross-sectional study involving all regions of Brazil, through the application of a sociodemographic questionnaire, the Hospital Anxiety and Depression Scale (HAD) and the Maslach Burnout Inventory (MBI-HSS) instrument. Multivariate analysis was performed after adjusting the Poisson model. Results: Among the 719 participating medical residents, screening was positive for anxiety in 75.7% and for depression in 49.8% of cases. Burnout syndrome was evidenced in 41.3% of the physicians studied. Those with depression are more likely to have anxiety (OR 0.797; 95%CI 0.687 - 0.925) and burnout syndrome (OR 0.847 95%CI 0.74 - 0.97). Residents with anxiety (OR 0.805; 95%CI 0.699 - 0.928) and burnout (OR 0.841; 95%CI 0.734 - 0.963) are more likely to have depression. Conclusion: High prevalence of anxiety, depression and burnout were found in residents of Gynecology and Obstetrics in Brazil, in addition to important correlations between anxiety-depression and depression-burnout.

Puntaje final del examen de admisión según el promedio de grado de los postulantes a la convocatoria de la Comisión Nacional de Residencias Médicas Paraguay 2019-2023

Introducción: La Comisión Nacional de Residencias Médicas (CONAREM) es el principal sistema de admisión para la tutoría clínica de residencias médicas en Paraguay, avalado por Ministerio de Salud Pública y Bienestar Social. Objetivos. Determinar la relación entre el puntaje final obtenido y el promedio de grado en postulantes a convocatorias CONAREM 2019-2023. Metodología: Estudio transversal con variables sociodemográficas, académicas, puntajes del examen y puntaje final. Se aplicaron métodos descriptivos y pruebas de Kolmogórov-Smirnov, t de Student, U de Mann-Whitney, Kruskal-Wallis y correlación de Spearman; utilizando software Stata© 17.0 de StataCorp LLC. Se consideraron significativos cuando p<0.05. Resultados: De 2019 a 2023, 4.768 médicos postularon examen CONAREM. 62,12 % eran mujeres, 34,51 % tenían entre 22 y 25 años y 95,30 % estaban solteros. El promedio de grado fue 3,56  0, 49. La mayoría (69,09 %) provenían de universidades privadas. En las especialidades preferidas, clínica médica fue más común (20,31 %), luego cirugía general y pediatría (ambas 14,30 %), 39,14 % pudo acceder a especialidad preferida. El puntaje final promedio fue 67,92 (RIC 60,78 - 76,76) con diferencias significativas según edad, universidad de procedencia y año de examen. Con modelo de regresión logística se demostró que promedio de grado, edad, universidad pública y primera participación en examen estaban asociados con mayor probabilidad de obtener mejores puntajes. El modelo tenía coeficiente de ajuste de 0, 318, indicando que solo predice el 32 % de resultados. La correlación fue moderada y significativa entre puntaje final y promedio general de grado. Según universidad, la correlación fue baja y no significativa para universidades extranjeras, mientras que universidades públicas y privadas mostraron correlación moderada pero significativa. Discusión. Los mejores promedios de grado se correlacionan moderadamente con mayor probabilidad de puntajes altos y acceder a especialidades de preferencia de los médicos recientemente graduados, provenientes de universidades públicas que hayan rendido por primera vez el examen de la CONAREM.

Introduction: The National Commission of Medical Residencies (CONAREM) is the main admission system for clinical tutoring of medical residencies in Paraguay, endorsed by the Ministry of Public Health and Social Welfare. Objectives: Determine the relationship between the final score obtained and the average degree in applicants to CONAREM calls 2019-2023. Methods: Cross-sectional study with sociodemographic and academic variables, exam scores and final score. Descriptive methods and tests of Kolmogorov-Smirnov, Student's t, Mann-Whitney U, Kruskal-Wallis and Spearman's correlation were applied; using Stata© 17.0 software from StataCorp LLC. They were considered significant when p<0.05. Results: From 2019 to 2023, 4,768 doctors applied for the CONAREM exam. 62.12% had a female female, 34.51% from 22 to 25, and 95.30% were single. The grade point average was 3.56(0.49. The majority (69.09%) came from private universities. As for preferred specialties, medical clinic was more common (20.31%), then general surgery and pediatrics (both 14.30%). 39.14% could access preferred specialty. The average final score was 67.92 and significant differences were found according to age, university of origin and year of examination. With logistic regression model, it was shown that average grade, age, public university and first participation in the exam were associated with a higher probability of obtaining better scores. The model had an adjustment coefficient of 0.318, indicating that it only predicts 32% of outcomes. The correlation was moderate and significant between final score and overall grade point average. By type of university, the correlation was low and not significant for foreign universities, while public and private universities showed moderate but significant correlation. Discussion: The best grade point averages correlate moderately with higher probability of high scores and access to specialties of preference and are associated with recently graduated doctors from public universities and took the exam for the first time.

A Decision-oriented Approach to Evaluating a Leadership Curriculum in Fellowship.

Background: Graduate Medical Education (GME) emphasizes the role of the annual program evaluation to identify opportunities, create action plans, and track improvements longitudinally. There is a lack of a systematic approach to the evaluation of educational curricula. Comprehensive curriculum evaluation can inform the educators about specific modifications to achieve high standards, desired outcomes, and the anticipated objectives. Objective: To evaluate a leadership in quality improvement program in a pulmonary/critical care fellowship training program using the context, input, process, product (CIPP) model. The CIPP model, given its focus on evaluating different aspects of a program, provides concrete and targeted feedback to guide improvement decisions. Methods: Evaluation questions addressing the four focused areas were created, pilot tested, and revised. The questions were framed toward optimization of alignment (e.g., program activities with stated objectives, program goals with theoretical perspective, program curriculum with trainee needs) and gaining information about the efficacy of the program in achieving the desired outcomes. To enhance the validity of the results, we triangulated the data-gathering approach by administering surveys and conducting interviews and focus groups by random selection from the eligible participants. Qualitative data were transcribed, coded, and categorized into themes aligning with the four aspects of the CIPP model. Results: We interviewed 9 participants and conducted three focus groups with 20 participants. The surveys provided vital quantitative information that was cross-verified with the qualitative data; 23 of the 25 (92%) participants completed the survey. The results of qualitative thematic analysis were organized in the CIPP format. The context evaluation of the program revealed that the fellows and faculty were unfamiliar with the guiding principles of the course. The input evaluation highlighted the competing interests that hampered the engagement of the fellows during the evening weekly report-outs. The process evaluation revealed clustering of didactic sessions at the start of the course. The product evaluation stressed the difficulty in completing the quality improvement projects in the allotted timeframe. Conclusion: Conducting a robust evaluation of an educational curriculum provides insights into gaps in the various stages of the program. Time and resources needed for conducting evaluation by using the CIPP model should be considered.

Author's reply: "Assessing ChatGPT and perplexity AI performance".

None.

Quiet.

Description According to theatrical superstition, saying "Macbeth" in the theater when you aren't actively performing or rehearsing foreshadows impending doom. In a similar way, in the hospital, its own production of sorts where medical staff is under pressure to perform, it's the "Q" word. We all dread the "Q" word and are vexed with anyone who dares say it. Yet sometimes wandering the hospital during night float, I often feel a profound sense of "Quiet." The word is typically associated with a lack of it, but I find there is a certain peace with being alone with one's thoughts. Residency can be an isolating endeavor, and this particular type of quiet reflection doesn't come around often in a busy hospital. When it does, I think about the other people in this shared space that we work in who may also be feeling the same way, which is bizarrely comforting. However, I probably wouldn't say so out loud, especially under a full moon.

Shared Medical Appointment: A Novel Model for Incorporating Group Visits Into Residency Training for Substance Use Disorders.

BACKGROUND: Shared medical appointments (SMAs) are a novel modality for treating patients with similar conditions, together, by a team of interdisciplinary providers. SMAs benefit patients with substance use disorder (SUD), but no research has focused on the feasibility of implementation of SMAs in a teaching clinic. METHODS: Primary care residents rotated in a half-day ambulatory addiction clinic for 4 weeks where a third-year resident co-facilitated 4 SMAs. Confidence, knowledge, and attitudes about SUD care were assessed using web-based surveys at weeks 0, 4, and 8. Pre- and post-intervention scores were compared using a t test for paired samples. RESULTS: Ten residents were included in the analyses. Using a 10-point Likert scale, confidence in SUD knowledge (7.0-8.3, P = .003), confidence in counseling patients with SUD (7.1-8.2, P = .023), and confidence in facilitating an SMA (5.7-8.3, P = .007) showed statistically significant increases from baseline following exposure to the SMAs. Confidence that counseling and other treatments will make a difference for patients with illicit drug use increased (7.1-8.0, P = .142), but did not differ statistically. Furthermore, on a 4-point Likert scale, understanding of behavioral therapies for treating and preventing the relapse of SUD (2.9-3.2, P = .180) showed a similar increase. Attitudes toward patients with SUD (42.4-42.1, P = .303) and physician empathy (119.3-119.2, P = .963) did not change from pre- to post-intervention. CONCLUSIONS: SMAs are a feasible training tool in the education of primary care residents on an addiction medicine rotation. Residents develop confidence co-facilitating SMAs after 4 weeks. Overall, exposure to SMAs during residency can provide an opportunity to increase confidence in treating patients with SUD, as well as provide a training modality that may shift the way residents interact with patients receiving SUD treatment.

Charting new AI education in gastroenterology: Cross-sectional evaluation of ChatGPT and perplexity AI in medical residency exam.

BACKGROUND: Conversational chatbots, fueled by large language models, spark debate over their potential in education and medical career exams. There is debate in the literature about the scientific integrity of the outputs produced by these chatbots. AIMS: This study evaluates ChatGPT 3.5 and Perplexity AI's cross-sectional performance in responding to questions from the 2023 Italian national residency admission exam (SSM23), comparing results and chatbots' concordance with previous years SSMs. METHODS: Gastroenterology-related SSM23 questions were input into ChatGPT 3.5 and Perplexity AI, evaluating their performance in correct responses and total scores. This process was repeated with questions from the three preceding years. Additionally, chatbot concordance was assessed using Cohen's method. RESULTS: In SSM23, ChatGPT 3.5 outperforms Perplexity AI with 94.11% correct responses, demonstrating consistency across years. Concordance weakened in 2023 (κ=0.203, P = 0.148), but ChatGPT consistently maintains a high standard compared to Perplexity AI. CONCLUSION: ChatGPT 3.5 and Perplexity AI exhibit promise in addressing gastroenterological queries, emphasizing potential educational roles. However, their variable performance mandates cautious use as supplementary tools alongside conventional study methods. Clear guidelines are crucial for educators to balance traditional approaches and innovative systems, enhancing educational standards.

Percepción de los médicos residentes de Pediatría sobre el impacto de la pandemia por COVID-19 en su proceso formativo / Pediatric residents' perceptions about the impact of the COVID-19 pandemic on their training

Introducción. Las residencias médicas experimentaron modificaciones que pudieron afectar la formación académica durante la pandemia por COVID-19. Objetivos. Describir la percepción de residentes de Pediatría en relación con el impacto de la pandemia en su formación. Efectuar la adaptación transcultural y validación al idioma español del instrumento "COVID-19 Resident Education and Experience Survey". Materiales y métodos. Estudio observacional, transversal. Participaron residentes de Pediatría de distintos hospitales del país. Se utilizó la encuesta de Ostapenko y col. modificada. Se realizó el análisis descriptivo utilizando SPSS vs. 21. El proyecto fue aprobado por el Comité de Ética institucional. Resultados. Completaron la encuesta 127 residentes. La mayoría dedicaba más de 50 horas a actividades asistenciales antes y durante la pandemia. El 43,3 % (IC95% 35-52) dedicaba hasta 1 hora diaria al estudio individual previo a la pandemia, y un 63 % (IC95% 54,3-70,9) dedicaba ese tiempo durante la pandemia. El 75,6 % (IC95% 67,4-82,2) reportó que el tiempo previo dedicado a actividades académicas era al menos de 4 horas semanales, descendiendo al 41,7 % (IC95% 33,5-50,4) en la pandemia. Más del 60 % (IC95% 54,3-70,1) percibió que la pandemia perjudicó su formación para convertirse en especialista y el 93,7 % (IC95% 88,1-96,8), que su nivel de estrés se incrementó. Conclusiones. La cantidad de horas destinadas a actividades académicas fue percibida como menor durante la pandemia. La mayoría de los encuestados refirió que su nivel de estrés aumentó y que la pandemia perjudicó su formación para convertirse en especialista.

Introduction. Medical residency programs suffered changes that may have affected academic training during the COVID-19 pandemic. Objectives. To describe the perceptions of pediatric residents about the pandemic's impact on their education. To transculturally adapt and validate the COVID-19 Resident Education and Experience Survey into Spanish. Materials and methods. Observational, cross-sectional study. Participants were pediatric residents from hospitals across the country. The survey by Ostapenko et al. was used. A descriptive analysis was done using the SPSS software, version 21. The project was approved by the Institutional Ethics Committee. Results. The survey was completed by 127 residents. Most did more than 50 hours of health care activities before and during the pandemic. Also, 43.3% (95% CI: 35­52) spent at least 1 hour a day studying individually before the pandemic, while 63% (95% CI: 54.3­70.9) did so during the pandemic. In relation to the time spent doing academic work, 75.6% (95% CI: 67.4­82.2) reported that, before the pandemic, they spent at least 4 hours a week doing academic activities, dropping to 41.7% (95% CI: 33.5­50.4) during the pandemic. More than 60% (95% CI: 54.3­70.1) perceived that the pandemic impaired their training to become a specialist and 93.7% (95% CI: 88.1­96.8), that their stress levels increased. Conclusions. The perception was that participants spent less hours doing academic activities during the pandemic. Most surveyed participants mentioned that their stress levels increased and that the pandemic impaired their training to become a specialist.

Distributed Medical Education (DME) in psychiatry: perspectives on facilitators, obstacles, and factors affecting psychiatrists' willingness to engage in teaching activities.

BACKGROUND: Distributed Medical Education (DME), a decentralized model focused on smaller cities and communities, has been implemented worldwide to bridge the gap in psychiatric education. Faculty engagement in teaching activities such as clinical teaching, supervision, and examinations is a crucial aspect of DME sites. Implementing or expanding DME sites requires careful consideration to identify enablers that contribute to success and barriers that need to be addressed. This study aims to examine enablers, barriers, and factors influencing psychiatrists' willingness to start or continue participating in teaching activities within Dalhousie University's Faculty of Medicine DME sites in two provinces in Atlantic Canada. METHODOLOGY: This cross-sectional study was conducted as part of an environmental scan of Dalhousie Faculty of Medicine's DME programs in Nova Scotia (NS) and New Brunswick (NB), Canada. In February 2023, psychiatrists from seven administrative health zones in these provinces anonymously participated in an online survey. The survey, created with OPINIO, collected data on sociodemographic factors, practice-related characteristics, medical education, and barriers to teaching activities. Five key outcomes were assessed, which included psychiatrists' willingness to engage in (i) clinical training and supervision, (ii) lectures or skills-based teaching, (iii) skills-based examinations, (iv) training and supervision of Canadian-trained psychiatrists, and (v) training and supervision of internationally trained psychiatrists. The study employed various statistical analyses, including descriptive analysis, chi-square tests, and logistic regression, to identify potential predictors associated with each outcome variable. RESULTS: The study involved 60 psychiatrists, primarily male (69%), practicing in NS (53.3%), with international medical education (69%), mainly working in outpatient services (41%). Notably, 60.3% lacked formal medical education training, yet they did not perceive the lack of training as a significant barrier, but lack of protected time as the main one. Despite this, there was a strong willingness to engage in teaching activities, with an average positive response rate of 81.98%. The lack of protected time for teaching/training was a major barrier reported by study participants. Availability to take the Royal College of Physicians and Surgeons of Canada Competency by Design training was the main factor associated with psychiatrists' willingness to participate in the five teaching activities investigated in this study: willingness to participate in clinical training and supervision of psychiatry residents (p = .01); provision of lectures or skills-based teaching for psychiatry residents (p < .01); skills-based examinations of psychiatry residents (p < .001); training/supervision of Canadian-trained psychiatrists (p < .01); and training and supervision of internationally trained psychiatrists (p < .01). CONCLUSION: The study reveals a nuanced picture regarding psychiatrists' engagement in teaching activities at DME sites. Despite a significant association between interest in formal medical education training and willingness to participate in teaching activities, clinicians do not consider the lack of formal training as a barrier. Addressing this complexity requires thoughtful strategies, potentially involving resource allocation, policy modifications, and adjustments to incentive structures by relevant institutions.

Pediatric residents' perceptions about the impact of the COVID-19 pandemic on their training. / Percepción de los médicos residentes de Pediatría sobre el impacto de la pandemia por COVID-19 en su proceso formativo.

Introduction. Medical residency programs suffered changes that may have affected academic training during the COVID-19 pandemic. Objectives. To describe the perceptions of pediatric residents about the pandemic's impact on their education. To transculturally adapt and validate the COVID-19 Resident Education and Experience Survey into Spanish. Materials and methods. Observational, cross-sectional study. Participants were pediatric residents from hospitals across the country. The survey by Ostapenko et al. was used. A descriptive analysis was done using the SPSS software, version 21. The project was approved by the Institutional Ethics Committee. Results. The survey was completed by 127 residents. Most did more than 50 hours of health care activities before and during the pandemic. Also, 43.3% (95% CI: 35-52) spent at least 1 hour a day studying individually before the pandemic, while 63% (95% CI: 54.3-70.9) did so during the pandemic. In relation to the time spent doing academic work, 75.6% (95% CI: 67.4-82.2) reported that, before the pandemic, they spent at least 4 hours a week doing academic activities, dropping to 41.7% (95% CI: 33.5-50.4) during the pandemic. More than 60% (95% CI: 54.3-70.1) perceived that the pandemic impaired their training to become a specialist and 93.7% (95% CI: 88.1-96.8), that their stress levels increased. Conclusions. The perception was that participants spent less hours doing academic activities during the pandemic. Most surveyed participants mentioned that their stress levels increased and that the pandemic impaired their training to become a specialist.

Introducción. Las residencias médicas experimentaron modificaciones que pudieron afectar la formación académica durante la pandemia por COVID-19. Objetivos. Describir la percepción de residentes de Pediatría en relación con el impacto de la pandemia en su formación. Efectuar la adaptación transcultural y validación al idioma español del instrumento "COVID-19 Resident Education and Experience Survey". Materiales y métodos. Estudio observacional, transversal. Participaron residentes de Pediatría de distintos hospitales del país. Se utilizó la encuesta de Ostapenko y col. modificada. Se realizó el análisis descriptivo utilizando SPSS vs. 21. El proyecto fue aprobado por el Comité de Ética institucional. Resultados. Completaron la encuesta 127 residentes. La mayoría dedicaba más de 50 horas a actividades asistenciales antes y durante la pandemia. El 43,3 % (IC95% 35-52) dedicaba hasta 1 hora diaria al estudio individual previo a la pandemia, y un 63 % (IC95% 54,3-70,9) dedicaba ese tiempo durante la pandemia. El 75,6 % (IC95% 67,4-82,2) reportó que el tiempo previo dedicado a actividades académicas era al menos de 4 horas semanales, descendiendo al 41,7 % (IC95% 33,5-50,4) en la pandemia. Más del 60 % (IC95% 54,3-70,1) percibió que la pandemia perjudicó su formación para convertirse en especialista y el 93,7 % (IC95% 88,1-96,8), que su nivel de estrés se incrementó. Conclusiones. La cantidad de horas destinadas a actividades académicas fue percibida como menor durante la pandemia. La mayoría de los encuestados refirió que su nivel de estrés aumentó y que la pandemia perjudicó su formación para convertirse en especialista.

Effects of extending residencies on the supply and quality of family medicine practitioners; difference-in-differences evidence from the implementation of mandatory family medicine residencies in Canada.

I examine the impacts of extending residency training programs on the supply and quality of physicians practicing primary care. I leverage mandated extended residency lengths for primary care practitioners that were rolled out over 20 years in Canada on a province-by-province basis. I compare these primary care specialties to other specialties that did not change residency length (first difference) before and after the policy implementation (second difference) to assess how physician supply evolved in response. To examine quality outcomes, I use a set of scraped data and repeat this difference-in-differences identification strategy for complaints resulting in censure against physicians in Ontario. I find declines in the number of primary care providers by 5% for up to 9 years after the policy change. These changes are particularly pronounced in new graduates and younger physicians, suggesting that the policy change dissuaded these physicians from entering primary care residencies. I find no impacts on quality of physicians as measured by public censure of physicians. This suggests that extending primary care training caused declines in physician supply without improvement in the quality of these physicians. This has implications for current plans to extend residency training programs.

Predictors of Ophthalmology Resident Performance From Medical Student Application Materials.

OBJECTIVE: To determine whether elements in ophthalmology residency applications are predictors of future resident performance. DESIGN: This multi-institutional, cross-sectional, observational study retrospectively reviewed the residency application materials of ophthalmology residents who graduated from residency from 2006 through 2018. Resident performance was scored by 2 faculty reviewers in 4 domains (clinical, surgical, academic, and global performance). Correlation between specific elements of the residency application and resident performance was assessed by Spearman correlation coefficients (univariate) and linear regression (multivariate) for continuous variables and logistic regression (multivariate) for categorical variables. SETTING: Seven ophthalmology residency programs in the US. PARTICIPANTS: Ophthalmology residents who graduated from their residency program. RESULTS: High-performing residents were a diverse group, in terms of sex, ethnicity, visa status, and educational background. Residents with United States Medical Licensing Examination Step 1 scores higher than the national average for that year had significantly higher scores in all 4 performance domains than those who scored at or below the mean (all domains P < 0.05). Residents who had honors in at least 4 core clerkships and who were members of Alpha Omega Alpha Medical Honor Society also had higher scores in all 4 performance domains (all domains P ≤ 0.04). Step 1 score (ρ=0.26, P < 0.001) and the difference between Step 1 score and the national average for that year (ρ=0.19, P = 0.009) positively correlated with total resident performance scores. Residents who passed the American Board of Ophthalmology Written Qualifying Examination or Oral Examination on their first attempt had significantly higher Step 1/2 scores (P ≤ 0.005), Ophthalmology Knowledge Assessment Program scores (P = 0.001), and resident performance scores (P ≤ 0.004). CONCLUSIONS: In this new landscape of increasing numbers of applicants to residency programs and changing of the Step 1 score to pass/fail, our findings may help guide selection committees as they holistically review applicants to select exceptional future residents in ophthalmology.

Machine learning classification of diagnostic accuracy in pathologists interpreting breast biopsies.

OBJECTIVE: This study explores the feasibility of using machine learning to predict accurate versus inaccurate diagnoses made by pathologists based on their spatiotemporal viewing behavior when evaluating digital breast biopsy images. MATERIALS AND METHODS: The study gathered data from 140 pathologists of varying experience levels who each reviewed a set of 14 digital whole slide images of breast biopsy tissue. Pathologists' viewing behavior, including zooming and panning actions, was recorded during image evaluation. A total of 30 features were extracted from the viewing behavior data, and 4 machine learning algorithms were used to build classifiers for predicting diagnostic accuracy. RESULTS: The Random Forest classifier demonstrated the best overall performance, achieving a test accuracy of 0.81 and area under the receiver-operator characteristic curve of 0.86. Features related to attention distribution and focus on critical regions of interest were found to be important predictors of diagnostic accuracy. Further including case-level and pathologist-level information incrementally improved classifier performance. DISCUSSION: Results suggest that pathologists' viewing behavior during digital image evaluation can be leveraged to predict diagnostic accuracy, affording automated feedback and decision support systems based on viewing behavior to aid in training and, ultimately, clinical practice. They also carry implications for basic research examining the interplay between perception, thought, and action in diagnostic decision-making. CONCLUSION: The classifiers developed herein have potential applications in training and clinical settings to provide timely feedback and support to pathologists during diagnostic decision-making. Further research could explore the generalizability of these findings to other medical domains and varied levels of expertise.

Prevalence and factors associated with anxiety, depression and burnout in gynecology and obstetrics residents during the COVID-19 pandemic

Abstract Objective: To determine the prevalence of anxiety, depression and burnout in residents of Gynecology and Obstetrics during COVID-19 pandemic in Brazil and its associated factors. Methods: Cross-sectional study involving all regions of Brazil, through the application of a sociodemographic questionnaire, the Hospital Anxiety and Depression Scale (HAD) and the Maslach Burnout Inventory (MBI-HSS) instrument. Multivariate analysis was performed after adjusting the Poisson model. Results: Among the 719 participating medical residents, screening was positive for anxiety in 75.7% and for depression in 49.8% of cases. Burnout syndrome was evidenced in 41.3% of the physicians studied. Those with depression are more likely to have anxiety (OR 0.797; 95%CI 0.687 - 0.925) and burnout syndrome (OR 0.847 95%CI 0.74 - 0.97). Residents with anxiety (OR 0.805; 95%CI 0.699 - 0.928) and burnout (OR 0.841; 95%CI 0.734 - 0.963) are more likely to have depression. Conclusion: High prevalence of anxiety, depression and burnout were found in residents of Gynecology and Obstetrics in Brazil, in addition to important correlations between anxiety-depression and depression-burnout.

Entre "centrado na pessoa" e "freestyle": a abordagem do sofrimento mental comum em residências de medicina de família e comunidade / The "patient-centered" or "freestyle" method: the approach to common mental suffering in family and community medicine residency programs / Entre "centrado en la persona" y "freestyle": el abordaje del sufrimiento mental común en residencias de medicina de familia y comunidad

Este trabalho apresenta um estudo qualitativo sobre a abordagem do sofrimento mental comum (SMC) em programas de residência de Medicina de Família e Comunidade de Minas Gerais. Foram realizadas entrevistas semiestruturadas com 16 participantes de três programas de residência, entre março e maio de 2022. A interpretação dos dados seguiu os princípios da Análise Temática de Braun e Clarke. Para os participantes, o SMC é uma demanda frequente na Atenção Primária que deve ser abordada, principalmente com intervenções psicossociais. Contudo, os participantes reconhecem que não têm aplicado essas intervenções nos moldes recomendados pela literatura. Os entrevistados relatam conhecer diversas técnicas de intervenção, mas só sabem aplicar algumas, com destaque para os componentes do "método clínico centrado na pessoa". Esse fato contribui para despertar emoções negativas, como angústia e frustração, e aumentar o número de referenciamentos desnecessários para outros profissionais.

This work presents a qualitative study of the approach to common mental suffering (CMS) in family and community medicine residency programs in the state of Minas Gerais, Brazil. Semi-structured interviews were conducted with 16 participants from three residency programs between March and May 2022. The data were interpreted drawing on the principles of Braun and Clarke's thematic analysis method. According to the participants, CMS is a frequent demand in primary care and should be approached using mainly psychosocial interventions. However, the participants recognize that they have not applied these interventions in the manner recommended by the literature. The interviewees reported that despite being aware of a diverse range of intervention techniques, they only know how to apply some, with emphasis on the components of the "patient-centered clinical method". This fact has contributed to the awakening of negative emotions, such as anguish and frustration, and increased the number of unnecessary referrals to other professionals.

Este trabajo presenta un estudio cualitativo sobre el abordaje del sufrimiento mental común (SMC) en programas de residencia de Medicina de Familia y Comunidad del estado de Minas Gerais. Se realizaron entrevistas semiestructuradas con 16 participantes de tres programas de residencia, entre marzo y mayo de 2022. La interpretación de los datos siguió los principios del Análisis Temático de Braun y Clarke. Para los participantes, el SMC es una demanda frecuente en la atención primaria que hay que abordar, principalmente, con intervenciones psicosociales. No obstante, los participantes reconocen que no han aplicado esas intervenciones en los estándares recomendados por la literatura. Los entrevistados relatan que conocen diversas técnicas de intervención, pero que solo saben aplicar algunas, con destaque para los componentes del método clínico centrado en la persona?. Este hecho contribuye para despertar emociones negativas, tales como angustia y frustración, y para aumentar el número de derivaciones innecesarias para otros profesionales.

Avaliação do perfil do egresso e da residência médica em ortopedia e traumatologia do HCFMRP-USP / Evaluation of the graduate profile and of the medical residency in orthopedics and traumatology at HCFMRP-USP

Resumo Introdução: Bons programas de residência médica (PRM) devem investir na estruturação e no desenvolvimento contínuo dos serviços de assistência no contexto da rede de saúde, na organização da estrutura de apoio às atividades didáticas e assistenciais, e na remuneração e capacitação contínua de preceptores e coordenadores. Objetivo: Este estudo observacional, transversal e descritivo buscou caracterizar o perfil dos egressos do Programa de Residência Médica em Ortopedia e Traumatologia (PRMOT) do HCFMRP-USP e coletar dados sobre as características do programa que orientem ações de aperfeiçoamento na metodologia de ensino. Método: Participaram do estudo egressos do PRMOT ou que concluíram os programas de complementação especializada e residência médica em cirurgia da mão entre 1964 e 2020. Resultado: Foi encaminhado um questionário a 302 indivíduos (73,6% do total de egressos), obtendo 214 respostas (70,8% dos indivíduos contatados ou 52,2% do total de egressos). Indivíduos do sexo masculino correspondem a 92,5% dos egressos, e 71,9% residem no estado de São Paulo. As duas subespecialidades mais cursadas foram cirurgia do joelho e da mão. A pós-graduação stricto sensu fez parte da formação acadêmica de 40,6% dos egressos, dos quais 60,7% trabalharam com ensino médico. Dos egressos, 71% atuam na subespecialidade escolhida. Na avaliação do ensino do PRMOT e do grau de satisfação profissional, os aspectos que se destacaram positivamente foram: capacitação para atendimento em níveis terciário e secundário, número de atendimentos, variabilidade dos casos e preparo para o mercado de trabalho. Os aspectos que se destacaram negativamente foram: remuneração mensal, carga horária de aulas teóricas e realização de procedimentos cirúrgicos. Conclusão: O estudo conseguiu traçar o perfil do egresso e determinar os pontos fortes e as oportunidades de melhoria do PRMOT do HCFMRP-USP.

Abstract Introduction: Good Medical Residency Programs (PRM) must invest in the structuring and continuous development of care services in the health network setting; in the organization of the support structure for teaching and care activities and in the remuneration and continuous training of preceptors and coordinators. Objective: This study is an observational, cross-sectional, and descriptive investigation aimed at providing an in-depth understanding of the characteristics of individuals who have successfully completed the medical residency program in Orthopedics and Traumatology (MRPOT) at the Clinic Hospital of the Faculty of Medicine of Ribeirão Preto, University of São Paulo. Additionally, the study seeks to gather comprehensive data regarding the features of the educational program in order to offer insights for potential enhancements. The study encompassed a total of 418 participants who completed their training between 1964 and 2020. Methods: This group includes physicians who not only graduated from the MRPOT but also those who completed supplementary specialized programs and medical residencies in hand surgery, all within the same department. Data were systematically collected through an electronic questionnaire. Results: Among the participants, 302 graduates (73.6% of the total cohort) were identified, and responses were obtained from 214 individuals, which corresponds to 70.8% of the reached contacts or 52.2% of the entire graduate pool. The predominant demographic of the sample is male, with 198 respondents (92.5%), most of whom reside in the state of São Paulo (154 individuals, 71.9%). A significant portion of the participants, 184 (86%), pursued further specialized training or embarked on additional medical residencies within the field. The most prevalent subspecialties within this group are Knee Surgery, accounting for 63 individuals (34.2%), and Hand Surgery, comprising 49 individuals (26.6%). Postgraduate education played a role in the academic training of 87 respondents (40.6%). Research activities primarily took place within public universities (81%) and were carried out by 79 graduates (36.9%). A substantial proportion, 130 individuals (60.7%), had prior experience in medical education, either as preceptors or professors for both undergraduate and medical residency levels. The majority of participants, 152 individuals (71%), currently practice within their respective subspecialties. However, a considerable number of graduates also engage in traumatology (34.1%) and general orthopedics (31.8%). The evaluation of the educational framework of the program and the level of professional satisfaction revealed notable aspects that received positive assessments from the respondents. These included the diversity and volume of cases, training tailored for tertiary and secondary care, and preparation for the professional sphere. On the other hand, concerns were raised regarding the adequacy of monthly remuneration, the scarcity of theoretical instruction, and the limited exposure to surgical training. These specific areas garnered lower scores both in the objective metrics and subjective feedback. Conclusion: This study effectively delineated the characteristics of MRPOT graduates and identified the program's key strengths. Simultaneously, it highlights areas that have drawn criticism and warrant attention.

Síndrome de burnout em residentes de ginecologia e obstetrícia de uma maternidade-escola / Burnout syndrome in gynecology and obstetrics residents of a teaching maternity unit

RESUMO Introdução: Os médicos residentes constituem um grupo de risco para distúrbios emocionais e comportamentais, e isso pode levar à síndrome de burnout e interferir negativamente no atendimento prestado. Objetivo: Este estudo teve como objetivos identificar os estressores vivenciados por residentes de ginecologia e obstetrícia (GO) de uma maternidade-escola do Sul do Brasil e estimar a prevalência da síndrome de burnout entre eles. Método: Realizou-se a coleta de dados de agosto a dezembro de 2020 com 21 residentes. A coleta compreendeu duas etapas: na primeira, fez-se uma entrevista semiestruturada, por meio de um roteiro-guia, visando identificar os estressores vivenciados pelos residentes em GO. Na sequência, os participantes receberam um questionário autoaplicável que teve por objetivo medir o nível de burnout pautado no Maslach Burnout Inventory. Para análise dos dados qualitativos, adotou-se a metodologia discurso do sujeito coletivo. Para análise dos dados quantitativos, foi utilizada a descrição analítica dos dados. Resultado: Entre os estressores vivenciados pelos residentes, destacam-se: falta de acolhimento pela equipe multiprofissional ao ingressarem na residência; excessiva carga horária de trabalho; poucas horas de sono; o desafio de se tornarem responsáveis pelo próprio aprendizado; as várias abordagens terapêuticas por preceptores diferentes para um mesmo problema; sensação de insuficiência de conteúdo teórico durante a residência; culpa por não estudarem o quanto acreditam que deveriam; diminuição do tempo destinado ao lazer e à atividade física; alto nível de estresse; abalo emocional que a grande responsabilidade assumida acarreta; e falta de apoio psicológico. Dos 21 médicos residentes, a síndrome de burnout esteve presente em 57,1% dos participantes. Exaustão emocional foi a mais frequente dimensão (52,7%), seguida por despersonalização (33,3%) e baixa realização profissional (9,5%). Conclusão: Os estressores relatados apontam para necessidade de revisão da residência a fim de que consequências nefastas à saúde mental de residentes, como a síndrome de burnout e suas consequências, sejam prevenidas, diminuídas ou sanadas, de modo a evitar danos tanto para os residentes como para os pacientes por eles atendidos e para instituição de saúde. São propostas medidas profiláticas na busca de melhorias na qualidade de vida, na qualidade do atendimento e, talvez no aspecto mais importante: a mudança de foco, da residência centrada no serviço para a residência centrada no aprendiz.

ABSTRACT Introduction: Medical residents constitute a risk group for emotional and behavioral disorders, which can lead to Burnout Syndrome, negatively interfering with the care provided. Objective: To identify the stressors experienced by Gynecology and Obstetrics residents of a teaching maternity hospital in southern Brazil and estimate the prevalence of Burnout Syndrome among them. Method: Data was collected from August to December 2020 with 21 residents and comprised two stages: the first consisted of a semi-structured interview, using a guide script, aiming to identify the stressors experienced by the GO residents. Subsequently, the participants received a self-administered questionnaire that aimed to measure the level of Burnout based on the Maslach Burnout Inventory. Qualitative data analysis was performed using the Collective Subject Discourse methodology. Quantitative data analysis was performed using the analytical description of the data. Results: Among the stressors experienced by residents, the following stand out: lack of acceptance by the multidisciplinary team when entering the residency; excessive workload; lack of sleep; the challenge of becoming responsible for one's own learning; the various therapeutic approaches by different preceptors for the same problem; feeling of insufficient theoretical content during the residency; guilt for not studying as much as you believe you should; decreased time devoted to leisure and physical activity, high level of stress; emotional upheaval that the great responsibility assumed entails and lack of psychological support. Of the 21 resident physicians, Burnout Syndrome was present in 57.1% of the participants. Emotional exhaustion was the most frequent dimension (52.7%), followed by Depersonalization (33.3%) and Low professional achievement (9.5%). Conclusion: The reported stressors point to the need to review the residency so that harmful consequences to the mental health of students, such as Burnout syndrome and its consequences, are prevented, reduced or remedied, avoiding damage to the residents, their patients and the health care institution. Prophylactic measures are proposed in the search for improvements in the quality of life, the quality of care and, perhaps most importantly, the shift in focus from a service-centered residency to a learner-centered residency.

O que é Residência Médica em Rede? / What is Network- Based Medical Residency?

RESUMO Introdução: A Residência Médica em Rede é um novo modelo de formação de médicos especialistas que visa expandir o treinamento médico tradicional, particularmente nas redes de atenção à saúde do Sistema Único de Saúde (SUS). Embora legalmente respaldada, carece de regulamentação específica e definição precisa. Desenvolvimento: Um programa em rede, a nosso ver, opera nas redes temáticas do SUS, é coordenado por uma instituição pública, desenvolvido em cidades com mais de 50 mil habitantes, aprovado pela Comissão Nacional de Residência Médica e tem um programa de educação permanente para preceptores. Os desafios incluem padronização de conteúdo, treinamento contínuo de preceptores e um projeto andragógico sólido. O perfil de competências requer não só habilidades médicas, mas também de gestão, trabalho em equipe, conhecimento profundo do SUS e de atenção primária. Barreiras incluem a coordenação de cenários distintos e avaliações apropriadas. Conclusão: O sucesso do modelo exige regulamentação precisa, padronização e integração efetiva para formar especialistas alinhados com o SUS.

ABSTRACT Introduction: Network-Based Medical Residency is a new model for training specialist doctors that expands traditional education, particularly in the Health Care network of the Unified Health System (SUS). Although with legal foundation, it requires specific regulations and a precise definition. Development: In our view, a Network-Based program has the following characteristics: it is coordenated by a public institution, operates in SUS thematic networks in cities >50,000 inhabitants, it is approved by the National Medical Residency Commission and involves a Continuing Education Program for preceptors. The challenges include content standardization, ongoing preceptor training, and a solid andragogical design. The skills profile not only requires medical skills, but also management knowledge, teamwork, in-depth knowledge of the SUS and Primary Care. The barriers include coordinating diverse practice scenarios and assessments. Conclusion: The success of the model requires precise regulation, standardization and effective integration to train specialists aligned with the SUS.