27,973 results on '"Medical"'
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2. Research Priorities in Pediatric Asthma Morbidity: Addressing the Impacts of Systemic Racism on Children with Asthma in the United States. An Official American Thoracic Society Workshop Report.
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Lovinsky-Desir, Stephanie, Riley, Isaretta, Bryant-Stephens, Tyra, De Keyser, Heather, Forno, Erick, Kozik, Ariangela, Louisias, Margee, Matsui, Elizabeth, Sheares, Beverley, Thakur, Neeta, Apter, Andrea, Beck, Andrew, Bentley-Edwards, Keisha, Berkowitz, Carol, Braxton, Charmane, Dean, Jasmine, Jones, Camara, Koinis-Mitchell, Daphne, Okelo, Sande, Taylor-Cousar, Jennifer, Teach, Stephen, Wechsler, Michael, Gaffin, Jonathan, and Federico, Monica
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asthma ,health disparities ,minority and disadvantaged populations ,racism ,social determinants of health ,Humans ,Asthma ,United States ,Child ,Systemic Racism ,Healthcare Disparities ,Biomedical Research ,Social Determinants of Health ,Health Status Disparities ,Societies ,Medical ,Health Services Accessibility - Abstract
Background: In the United States, Black and Latino children with asthma are more likely than White children with asthma to require emergency department visits or hospitalizations because of an asthma exacerbation. Although many cite patient-level socioeconomic status and access to health care as primary drivers of disparities, there is an emerging focus on a major root cause of disparities-systemic racism. Current conceptual models of asthma disparities depict the historical and current effects of systemic racism as the foundation for unequal exposures to social determinants of health, environmental exposures, epigenetic factors, and differential healthcare access and quality. These ultimately lead to biologic changes over the life course resulting in asthma morbidity and mortality. Methods: At the 2022 American Thoracic Society International Conference, a diverse panel of experts was assembled to identify gaps and opportunities to address systemic racism in childhood asthma research. Panelists found that to examine and address the impacts of systemic racism on children with asthma, researchers and medical systems that support biomedical research will need to 1) address the current gaps in our understanding of how to conceptualize and characterize the impacts of systemic racism on child health, 2) design research studies that leverage diverse disciplines and engage the communities affected by systemic racism in identifying and designing studies to evaluate interventions that address the racialized system that contributes to disparities in asthma health outcomes, and 3) address funding mechanisms and institutional research practices that will be needed to promote antiracism practices in research and its dissemination. Results: A thorough literature review and expert opinion discussion demonstrated that there are few studies in childhood asthma that identify systemic racism as a root cause of many of the disparities seen in children with asthma. Community engagement and participation in research studies is essential to design interventions to address the racialized system in which patients and families live. Dissemination and implementation studies with an equity lens will provide the multilevel evaluations required to understand the impacts of interventions to address systemic racism and the downstream impacts. To address the impacts of systemic racism and childhood asthma, there needs to be increased training for research teams, funding for studies addressing research that evaluates the impacts of racism, funding for diverse and multidisciplinary research teams including community members, and institutional and financial support of advocating for policy changes based on study findings. Conclusions: Innovative study design, new tools to identify the impacts of systemic racism, community engagement, and improved infrastructure and funding are all needed to support research that will address impacts of systemic racism on childhood asthma outcomes.
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- 2024
3. Orthopedic Injections: A Longitudinal Musculoskeletal Curriculum in a Family Medicine Residency.
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Xu, Jason, Billimek, John, and Kim, Brian
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Humans ,Internship and Residency ,Curriculum ,Family Practice ,Musculoskeletal Diseases ,Clinical Competence ,Surveys and Questionnaires ,Orthopedics ,Education ,Medical ,Graduate ,Male ,Injections ,Female - Abstract
BACKGROUND AND OBJECTIVES: Musculoskeletal (MSK) complaints comprise more than 20% of all visits to health care providers each year. Despite required experiences in MSK care, family physicians report low confidence in diagnosing and treating MSK conditions. The purpose of this study was to analyze the effects of early and longitudinal exposure to MSK education on residents confidence in and likelihood of performing MSK physical exams and injections in future practice. METHODS: From 2017 to 2019, residents completed an annual survey assessing confidence in, frequency of, and future intentions to perform exams and injections for MSK conditions. We compared responses between family medicine residents who completed a 176-hour longitudinal sports medicine (LSM) curriculum distributed over all 3 years of residency and a comparable cohort of family medicine residents who completed a 188-hour concentrated MSK curriculum primarily in the final year of residency. We made comparisons using the Fisher exact test for categorical variables and an independent samples t test for numeric variables. RESULTS: We analyzed the 98 total responses from 50 residents. The proportion of residents reporting high ratings of their residency MSK education (26% to 60%), performing >5 injections (38% to 73%), reporting confidence in performing injections (12% to 40%), and indicating likelihood to perform MSK injections in the future (52% to 65%) were all greater in the LSM versus concentrated MSK curriculum cohorts (P
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- 2024
4. A Guideline for Open-Source Tools to Make Medical Imaging Data Ready for Artificial Intelligence Applications: A Society of Imaging Informatics in Medicine (SIIM) Survey.
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Vahdati, Sanaz, Khosravi, Bardia, Mahmoudi, Elham, Zhang, Kuan, Rouzrokh, Pouria, Faghani, Shahriar, Moassefi, Mana, Tahmasebi, Aylin, Andriole, Katherine, Chang, Peter, Farahani, Keyvan, Flores, Mona, Folio, Les, Houshmand, Sina, Giger, Maryellen, Gichoya, Judy, and Erickson, Bradley
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Artificial intelligence ,Data curation ,Open source ,Toolkits ,Artificial Intelligence ,Diagnostic Imaging ,Humans ,Societies ,Medical ,Medical Informatics ,Surveys and Questionnaires ,Data Curation ,Machine Learning - Abstract
In recent years, the role of Artificial Intelligence (AI) in medical imaging has become increasingly prominent, with the majority of AI applications approved by the FDA being in imaging and radiology in 2023. The surge in AI model development to tackle clinical challenges underscores the necessity for preparing high-quality medical imaging data. Proper data preparation is crucial as it fosters the creation of standardized and reproducible AI models while minimizing biases. Data curation transforms raw data into a valuable, organized, and dependable resource and is a fundamental process to the success of machine learning and analytical projects. Considering the plethora of available tools for data curation in different stages, it is crucial to stay informed about the most relevant tools within specific research areas. In the current work, we propose a descriptive outline for different steps of data curation while we furnish compilations of tools collected from a survey applied among members of the Society of Imaging Informatics (SIIM) for each of these stages. This collection has the potential to enhance the decision-making process for researchers as they select the most appropriate tool for their specific tasks.
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- 2024
5. The Blue Ribbon Committee II Report and Recommendations on Surgical Education and Training in the United States: 2024.
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Stain, Steven, Ellison, E, Farmer, Diana, Flynn, Timothy, Freischlag, Julie, Matthews, Jeffrey, Newman, Rachel, Chen, Xiaodong, Stefanidis, Dimitrios, Britt, L, Buyske, Jo, Fisher, Karen, Sachdeva, Ajit, and Turner, Patricia
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United States ,Humans ,General Surgery ,Delphi Technique ,Education ,Medical ,Graduate - Abstract
OBJECTIVE: An expert panel made recommendations to optimize surgical education and training based on the effects of contemporary challenges. BACKGROUND: The inaugural Blue Ribbon Committee (BRC I) proposed sweeping recommendations for surgical education and training in 2004. In light of those findings, a second BRC (BRC II) was convened to make recommendations to optimize surgical training considering the current landscape in medical education. METHODS: BRC II was a panel of 67 experts selected on the basis of experience and leadership in surgical education and training. It was organized into subcommittees which met virtually over the course of a year. They developed recommendations, along with the Steering Committee, based on areas of focus and then presented them to the entire BRC II. The Delphi method was chosen to obtain consensus, defined as ≥80% agreement among the panel. Cronbach α was computed to assess the internal consistency of 3 Delphi rounds. RESULTS: Of the 50 recommendations, 31 obtained consensus in the following aspects of surgical training (# of consensus recommendation/# of proposed): Workforce (1/5); Medical Student Education (3/8); Work Life Integration (4/6); Resident Education (5/7); Goals, Structure, and Financing of Training (5/8); Education Support and Faculty Development (5/6); Research Training (7/9); and Educational Technology and Assessment (1/1). The internal consistency was good in Rounds 1 and 2 and acceptable in Round 3. CONCLUSIONS: BRC II used the Delphi approach to identify and recommend 31 priorities for surgical education in 2024. We advise establishing a multidisciplinary surgical educational group to oversee, monitor, and facilitate implementation of these recommendations.
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- 2024
6. How are medical students learning to care for patients with intellectual disabilities? A scoping review
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Anderson, Hana and Studer, Amy C
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Cognitive and Computational Psychology ,Health Services and Systems ,Health Sciences ,Psychology ,Brain Disorders ,Mental Health ,Intellectual and Developmental Disabilities (IDD) ,8.1 Organisation and delivery of services ,7.3 Management and decision making ,Generic health relevance ,Quality Education ,Humans ,Intellectual Disability ,Clinical Competence ,Curriculum ,Students ,Medical ,Education ,Medical ,core competencies on disability for health care education ,curriculum ,developmental disability ,intellectual disability ,medical students ,scoping review ,Social Work ,Cognitive Sciences ,Rehabilitation ,Health services and systems ,Applied and developmental psychology ,Clinical and health psychology - Abstract
BackgroundIndividuals with intellectual disabilities experience barriers to quality healthcare. To reduce this disparity, equipping medical trainees with the knowledge and skills required for treating this patient population is critical. Our aim is to describe the breadth of instructional interventions and identify gaps in intellectual disability medical education curricula.MethodUsing scoping review methods, the intellectual disability programmes described in 27 articles were evaluated and their coverage of the six core competencies on disability for health care education was examined.ResultsThe most frequently represented core competencies were disability conceptual frameworks, professionalism and communication, and clinical assessment, which were, in most programmes, fulfilled by activities involving individuals with intellectual disabilities. Uneven competency coverage warrants consideration.ConclusionsConsiderable variabilities exist in medical school curricula on intellectual disabilities. Using core competencies on disability for health care education for curricular design and evaluation would provide a coherent training experience in this important area.
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- 2024
7. Accelerated competency-based education in primary care (ACE-PC): a 3-year UC Davis and Kaiser permanente partnership to meet California’s primary care physician workforce needs
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Gonzalez-Flores, Alicia, Henderson, Mark C, Holt, Zachary, Campbell, Hillary, London, Maya R, Albor, Maria Garnica, and Fancher, Tonya L
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Health Services and Systems ,Health Sciences ,Clinical Research ,Health Disparities ,Health Services ,Minority Health ,Quality Education ,Good Health and Well Being ,California ,Humans ,Primary Health Care ,Physicians ,Primary Care ,Competency-Based Education ,Education ,Medical ,Undergraduate ,Curriculum ,Career Choice ,Internship and Residency ,Primary care ,accelerated program ,competency-based education ,health equity ,workforce diversity ,Public Health and Health Services ,Specialist Studies in Education ,Curriculum and pedagogy ,Health services and systems - Abstract
ProblemOur nation faces an urgent need for more primary care (PC) physicians, yet interest in PC careers is dwindling. Students from underrepresented in medicine (UIM) backgrounds are more likely to choose PC and practice in underserved areas yet their representation has declined. Accelerated PC programs have the potential to address workforce needs, lower educational debt, and diversify the physician workforce to advance health equity.ApproachWith support from Kaiser Permanente Northern California (KPNC) and the American Medical Association's Accelerating Change in Medical Education initiative, University of California School of Medicine (UC Davis) implemented the Accelerated Competency-based Education in Primary Care (ACE-PC) program - a six-year pathway from medical school to residency for students committed to health equity and careers in family medicine or PC-internal medicine. ACE-PC accepts 6-10 students per year using the same holistic admissions process as the 4-year MD program with an additional panel interview that includes affiliated residency program faculty from UC Davis and KPNC. The undergraduate curriculum features: PC continuity clinic with a single preceptor throughout medical school; a 9-month longitudinal integrated clerkship; supportive PC faculty and culture; markedly reduced student debt with full-tuition scholarships; weekly PC didactics; and clinical rotations in affiliated residency programs with the opportunity to match into specific ACE-PC residency tracks.OutcomesSince 2014, 70 students have matriculated to ACE-PC, 71% from UIM groups, 64% are first-generation college students. Of the graduates, 48% have entered residency in family medicine and 52% in PC-internal medicine. In 2020, the first graduates entered the PC workforce; all are practicing in California, including 66% at federally qualified health centers, key providers of underserved care.
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- 2024
8. Assessing readiness: the impact of an experiential learning entrustable professional activity-based residency preparatory course
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Ha, Edward L, Glaeser, Alexandra Milin, Wilhalme, Holly, and Braddock, Clarence
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Curriculum and Pedagogy ,Education ,Internship and Residency ,Humans ,Clinical Competence ,Problem-Based Learning ,Students ,Medical ,Educational Measurement ,Curriculum ,Self-Assessment ,Retrospective Studies ,Surveys and Questionnaires ,Female ,Education ,Medical ,Undergraduate ,Entrustable professional activities ,medical education ,simulation ,transition to residency ,procedures ,informed consent ,Public Health and Health Services ,Specialist Studies in Education ,Curriculum and pedagogy ,Health services and systems - Abstract
As medical schools move to integrate the Core Entrustable Professional Activities for Entering Residency (EPAs) into curricula and address the transition from student to resident, residency preparatory courses have become more prevalent. The authors developed an experiential learning EPA-based capstone course for assessment to determine impact on learner self-assessed ratings of readiness for residency and acquisition of medical knowledge. All fourth-year students from the classes of 2018-2020 completed a required course in the spring for assessment of multiple EPAs, including managing core complaints, performing basic procedures, obtaining informed consent, and providing patient handoffs. Learners selected between three specialty-based parallel tracks - adult medicine, surgery, or pediatrics. Students completed a retrospective pre-post questionnaire to provide self-assessed ratings of residency preparedness and comfort in performing EPAs. Finally, the authors studied the impact of the course on knowledge acquisition by comparing student performance in the adult medicine track on multiple choice pre- and post-tests. Four hundred and eighty-one students were eligible for the study and 452 (94%) completed the questionnaire. For all three tracks, there was a statistically significant change in learner self-assessed ratings of preparedness for residency from pre- to post-course (moderately or very prepared: adult medicine 61.4% to 88.6% [p-value < 0.001]; surgery 56.8% to 81.1% [p-value < 0.001]; pediatrics 32.6% to 83.7% [p-value 0.02]). A similar change was noted in all tracks in learner self-assessed ratings of comfort from pre- to post-course for all studied EPAs. Of the 203 students who participated in the adult medicine track from 2019-2020, 200 (99%) completed both the pre- and post-test knowledge assessments. The mean performance improved from 65.0% to 77.5% (p-value < 0.001). An experiential capstone course for the assessment of EPAs can be effective to improve learner self-assessed ratings of readiness for residency training and acquisition of medical knowledge.
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- 2024
9. Student-run free clinics may enhance medical students self-confidence in their clinical skills and preparedness for clerkships.
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Kalistratova, Venina, Nisanova, Arina, and Shi, Lucy
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Student-run free clinics ,clinical skills ,interprofessional education ,learning ,medical education ,Humans ,Clinical Clerkship ,Clinical Competence ,Students ,Medical ,Student Run Clinic ,Retrospective Studies ,Female ,Education ,Medical ,Undergraduate ,Male ,Self Concept ,Medically Underserved Area ,Medical History Taking - Abstract
INTRODUCTION: Student-run free clinics (SRFCs) offer medical students a unique opportunity to develop their clinical, diagnostic, and social skills while providing care to medically underserved communities. This study aims to evaluate the value of SRFC involvement on students self-reported confidence in various clinical domains and satisfaction with their medical education. METHODS: We conducted a single-center retrospective pre-post assessment at an urban academic institution among second- to fourth-year medical students. We administered a 25-item questionnaire capturing the scope of clinic involvement and assessing self-reported confidence in multiple clinical domains following a one-year-long participation in student-run free clinics. RESULTS: Fifty-six students completed the survey. Participation in SRFCs significantly increased self-reported confidence in patient history-taking (p
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- 2024
10. 2023 Society for Academic Emergency Medicine Consensus Conference on Precision Emergency Medicine: Development of a policy-relevant, patient-centered research agenda.
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Strehlow, Matthew, Gisondi, Michael, Caretta-Weyer, Holly, Ankel, Felix, Brackett, Alexandria, Brar, Pawan, Chan, Teresa, Garabedian, Adrene, Gunn, Bridget, Isaacs, Eric, von Isenburg, Megan, Jarman, Angela, Kuehl, Damon, Limkakeng, Alexander, Lydston, Melis, McGregor, Alyson, Pierce, Ava, Raven, Maria, Salhi, Rama, Stave, Christopher, Tan, Josephine, Taylor, Richard, Wong, Hong-Nei, Yiadom, Maame, Zachrison, Kori, and Vogel, Jody
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Humans ,Emergency Medicine ,Precision Medicine ,Patient-Centered Care ,Societies ,Medical - Abstract
OBJECTIVES: Precision medicine is data-driven health care tailored to individual patients based on their unique attributes, including biologic profiles, disease expressions, local environments, and socioeconomic conditions. Emergency medicine (EM) has been peripheral to the precision medicine discourse, lacking both a unified definition of precision medicine and a clear research agenda. We convened a national consensus conference to build a shared mental model and develop a research agenda for precision EM. METHODS: We held a conference to (1) define precision EM, (2) develop an evidence-based research agenda, and (3) identify educational gaps for current and future EM clinicians. Nine preconference workgroups (biomedical ethics, data science, health professions education, health care delivery and access, informatics, omics, population health, sex and gender, and technology and digital tools), comprising 84 individuals, garnered expert opinion, reviewed relevant literature, engaged with patients, and developed key research questions. During the conference, each workgroup shared how they defined precision EM within their domain, presented relevant conceptual frameworks, and engaged a broad set of stakeholders to refine precision EM research questions using a multistage consensus-building process. RESULTS: A total of 217 individuals participated in this initiative, of whom 115 were conference-day attendees. Consensus-building activities yielded a definition of precision EM and key research questions that comprised a new 10-year precision EM research agenda. The consensus process revealed three themes: (1) preeminence of data, (2) interconnectedness of research questions across domains, and (3) promises and pitfalls of advances in health technology and data science/artificial intelligence. The Health Professions Education Workgroup identified educational gaps in precision EM and discussed a training roadmap for the specialty. CONCLUSIONS: A research agenda for precision EM, developed with extensive stakeholder input, recognizes the potential and challenges of precision EM. Comprehensive clinician training in this field is essential to advance EM in this domain.
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- 2024
11. Presentation and Management of Granulomatous Mastitis in the United States: Results of an American Society of Breast Surgeons Registry Study
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Kapoor, Nimmi S, Ryu, Howon, Smith, Linda, Zou, Jingjing, Mitchell, Katrina, and Blair, Sarah L
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Biomedical and Clinical Sciences ,Clinical Sciences ,Clinical Research ,Granulomatous mastitis ,Surgery ,Intralesional steroids ,Cosmesis ,Humans ,Female ,Registries ,Granulomatous Mastitis ,Adult ,Prospective Studies ,United States ,Societies ,Medical ,Middle Aged ,Follow-Up Studies ,Prognosis ,Disease Management ,Aged ,Surgeons ,Combined Modality Therapy ,Oncology and Carcinogenesis ,Oncology & Carcinogenesis ,Oncology and carcinogenesis - Abstract
BackgroundGranulomatous mastitis (GM) is a benign, chronic, inflammatory disease lacking clear treatment guidelines. The purpose of this American Society of Breast Surgeons (ASBrS) prospective, multisite registry was to characterize the presentation of GM and identify treatment strategies associated with symptom resolution and optimal cosmesis.MethodsASBrS members entered data into a registry on patient demographics, treatment, symptoms, and cosmesis over a 1-year period. Initial symptoms were graded as mild, moderate, or severe. The Chi-square test and logistic regression were used to identify factors related to symptom improvement and cosmesis.ResultsOverall, 112 patients with a mean age of 36 years were included. More patients were Hispanic (49.1%) and from the Southwest (41.1%), and management included observation (4.5%), medical (70.5%), surgical (5.4%), or combination treatment (19.6%). Immunosuppression was used in 83 patients (74.1%), including 43 patients who received intralesional steroid injections. Patients with severe symptoms were more likely to undergo surgical intervention compared with those with mild or moderate symptoms (21.4% vs. 0% and 7.5%, respectively; p = 0.004). Within 1 year, 85 patients (75.9%) experienced symptom improvement and/or resolution at a median of 3 months. Receipt of immunosuppressive therapy was predictive of improvement or resolution at 1 month (odds ratio 4.22; p = 0.045). One-year physician-assessed cosmesis was excellent or good for 20/35 patients (57.1%) and was not associated with type of treatment or symptom severity.ConclusionAlthough GM can have a protracted course, the majority of patients in this registry resolved within 1 year, with good cosmetic result. Treatment with immunosuppression appears to be most beneficial, and a symptom-based algorithm may be helpful to guide treatment.
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- 2024
12. The Healthcare Improvement and Innovation in Quality (THINQ) Collaborative: A Novel Quality Improvement Training Program for Undergraduate and Postgraduate Students.
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Krishnan, Dhwani, Kareddy, Abhinav, Chen, Caitlin, Kerbel, Russel, Dowling, Erin, Simon, Wendy, and Dermenchyan, Anna
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Quality Improvement ,Humans ,Leadership ,Education ,Medical ,Undergraduate ,Education ,Medical ,Graduate ,Program Evaluation ,Cooperative Behavior - Abstract
The Healthcare Improvement and Innovation in Quality (THINQ) Collaborative is a uniquely designed program that engages undergraduate and postgraduate students to participate in improving health care and addressing important clinical problems. In 9 years, over 120 THINQ Fellows have been trained in quality improvement (QI) frameworks and methodologies focusing on research skills, social justice, leadership development, and problem-solving. Program evaluation has included surveying current and former THINQ Fellows about their experiences with the program and its subsequent impact on their careers. THINQs research and outreach initiatives have contributed to improvements in workflows and clinical care on topics such as interdisciplinary team communication, discharge and care transition, sepsis management, and physician burnout. The THINQ Program has equipped future health care leaders to engage with and address QI issues in clinical practice. The structures, processes, and outcomes discussed here can guide other institutions in creating similar QI programs.
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- 2024
13. The forest and the trees: a narrative medicine curriculum by residents for residents.
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Sinha, Anoushka, Slater, Carly, Lee, Alyson, Sridhar, Harini, and Gowda, Deepthiman
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Humans ,Internship and Residency ,Curriculum ,Narrative Medicine ,Pediatrics ,Female ,Male ,Education ,Medical ,Graduate ,Narration - Abstract
A 7-session narrative medicine (NM) curriculum was designed and facilitated by pediatrics residents for pediatrics residents in order to unpack challenging experiences during clinical training and strengthen relationships with colleagues and patients. The primary facilitator, a resident with a masters degree in NM, provided facilitator training to her co-residents with whom she co-led the workshops in the curriculum. We conducted, transcribed, and analyzed individual interviews of 15 residents, with three resultant themes: reflection on personal and professional identity; connection to others and community building; and reconceptualization of medical practice. Residents shared that they experienced greater solidarity, professional fulfillment, appreciation for multiple facets of their identities, recognition of holding space for vulnerability, and advocacy for marginalized populations. Our study highlights the feasibility and effectiveness of peer-led NM workshops to enhance clinical training through self-reflection, inclusion of persons from underrecognized backgrounds, and promotion of values consistent with humanistic care. IMPACT: A novel narrative medicine curriculum was designed and facilitated by pediatrics residents for pediatrics residents. The curriculum was feasible and acceptable to pediatrics residents and required a facilitator with content and methodology expertise in narrative medicine to train additional facilitators. Three themes emerged from resident interviews: reflection on personal and professional identity; connection to others and community building; and reconceptualization of medical practice on individual and global levels.
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- 2024
14. Gender Differences in the Path to Medical School Deanship
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Iyer, Maya S, Bradford, Carol, Gottlieb, Amy S, Kling, David B, Jagsi, Reshma, Mangurian, Christina, Marks, Lilly, Meltzer, Carolyn C, Overholser, Barbara, Silver, Julie K, Way, David P, and Spector, Nancy D
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Health Services and Systems ,Health Sciences ,Clinical Research ,Gender Equality ,Humans ,Female ,Male ,Schools ,Medical ,Leadership ,United States ,Faculty ,Medical ,Qualitative Research ,Sex Factors ,Adult ,Middle Aged ,Career Mobility ,Biomedical and clinical sciences ,Health sciences - Abstract
ImportanceWomen account for only 28% of current US medical school deans. Studying the differences between women and men in their preparation to becoming deans might help to explain this discrepancy.ObjectiveTo identify differences in the leadership development experiences between women and men in their ascent to the medical school deanship.Design, setting, and participantsIn this qualitative study, volunteers from the roster of the Association of American Medical Colleges Council of Deans were solicited and interviewed from June 15 to November 9, 2023. Women deans were recruited first, then men who had been appointed to their deanships at a similar time to their women counterparts were recruited. Deans were interviewed on topics related to number of applications for deanships, prior leadership roles, leadership development, personal factors, and career trajectories. Interviews were coded, and themes were extracted through conventional content analysis.Main outcome and measuresCareer and leadership development experiences were elicited using a semistructured interview guide.ResultsWe interviewed 17 women and 17 men deans, representing 25.8% (34 of 132) of the total population of US medical school deans. Most deans (23 [67.6%]) practiced a medicine-based specialty or subspecialty. No statistically significant differences were found between women and men with regard to years to attain deanship (mean [SD], 2.7 [3.4] vs 3.7 [3.7] years), years as a dean (mean [SD], 5.7 [5.2] vs 6.0 [5.0] years), highest salary during career (mean [SD], $525 769 [$199 936] vs $416 923 [$195 848]), or medical school rankings (mean [SD], 315.5 [394.5] vs 480.5 [448.9]). Their reports indicated substantive gender differences in their paths to becoming a dean. Compared with men, women deans reported having to work harder to advance, while receiving less support and opportunities for leadership positions by their own institutions. Subsequently, women sought leadership development from external programs. Women deans also experienced gender bias when working with search firms.Conclusions and relevanceThis qualitative study of US medical school deans found that compared with men, women needed to be more proactive, had to participate in external leadership development programs, and had to confront biases during the search process. For rising women leaders, this lack of support had consequences, such as burnout and attrition, potentially affecting the makeup of future generations of medical school deans. Institutional initiatives centering on leadership development of women is needed to mitigate the gender biases and barriers faced by aspiring women leaders.
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- 2024
15. Clinical, Cultural, Computational, and Regulatory Considerations to Deploy AI in Radiology: Perspectives of RSNA and MICCAI Experts.
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Linguraru, Marius, Bakas, Spyridon, Aboian, Mariam, Chang, Peter, Flanders, Adam, Kalpathy-Cramer, Jayashree, Kitamura, Felipe, Lungren, Matthew, Mongan, John, Prevedello, Luciano, Summers, Ronald, Wu, Carol, Adewole, Maruf, and Kahn, Charles
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Adults and Pediatrics ,Computer Applications–General (Informatics) ,Diagnosis ,Prognosis ,Artificial Intelligence ,Humans ,Radiology ,Societies ,Medical - Abstract
The Radiological Society of North of America (RSNA) and the Medical Image Computing and Computer Assisted Intervention (MICCAI) Society have led a series of joint panels and seminars focused on the present impact and future directions of artificial intelligence (AI) in radiology. These conversations have collected viewpoints from multidisciplinary experts in radiology, medical imaging, and machine learning on the current clinical penetration of AI technology in radiology and how it is impacted by trust, reproducibility, explainability, and accountability. The collective points-both practical and philosophical-define the cultural changes for radiologists and AI scientists working together and describe the challenges ahead for AI technologies to meet broad approval. This article presents the perspectives of experts from MICCAI and RSNA on the clinical, cultural, computational, and regulatory considerations-coupled with recommended reading materials-essential to adopt AI technology successfully in radiology and, more generally, in clinical practice. The report emphasizes the importance of collaboration to improve clinical deployment, highlights the need to integrate clinical and medical imaging data, and introduces strategies to ensure smooth and incentivized integration. Keywords: Adults and Pediatrics, Computer Applications-General (Informatics), Diagnosis, Prognosis © RSNA, 2024.
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- 2024
16. Lessons Learned in Building Expertly Annotated Multi-Institution Datasets and Hosting the RSNA AI Challenges.
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Kitamura, Felipe, Prevedello, Luciano, Colak, Errol, Halabi, Safwan, Lungren, Matthew, Ball, Robyn, Kalpathy-Cramer, Jayashree, Kahn, Charles, Richards, Tyler, Shih, George, Lin, Hui, Andriole, Katherine, Vazirabad, Maryam, Erickson, Bradley, Flanders, Adam, Talbott, Jason, and Mongan, John
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Artificial Intelligence ,Use of AI in Education ,Humans ,Artificial Intelligence ,Radiology ,Diagnostic Imaging ,Societies ,Medical ,North America - Abstract
The Radiological Society of North America (RSNA) has held artificial intelligence competitions to tackle real-world medical imaging problems at least annually since 2017. This article examines the challenges and processes involved in organizing these competitions, with a specific emphasis on the creation and curation of high-quality datasets. The collection of diverse and representative medical imaging data involves dealing with issues of patient privacy and data security. Furthermore, ensuring quality and consistency in data, which includes expert labeling and accounting for various patient and imaging characteristics, necessitates substantial planning and resources. Overcoming these obstacles requires meticulous project management and adherence to strict timelines. The article also highlights the potential of crowdsourced annotation to progress medical imaging research. Through the RSNA competitions, an effective global engagement has been realized, resulting in innovative solutions to complex medical imaging problems, thus potentially transforming health care by enhancing diagnostic accuracy and patient outcomes. Keywords: Use of AI in Education, Artificial Intelligence © RSNA, 2024.
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- 2024
17. Creation of a sustainable longitudinal women in Leadership Development (WILD) curriculum focused on graduate medical education trainees.
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McGourty, Colleen, Castillo, Francine, Donzelli, Grace, Keenan, Bridget, Gilbreth, Margaret, and Santhosh, Lekshmi
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Gender equity ,Graduate medical education ,Leadership ,Mixed-methods ,Women ,Women in leadership ,Humans ,Female ,Leadership ,Education ,Medical ,Graduate ,Curriculum ,Women ,Faculty - Abstract
BACKGROUND: Although women comprise the majority of medical students, gender disparities emerge early and remain at the highest levels of academia. Most leadership courses focus on faculty or students rather than women graduate medical education (GME) trainees. AIM: To promote the leadership development of women GME trainees through empowerment, community building, networking and mentorship, and concrete leadership skills development. SETTING: University of California, San Francisco. PARTICIPANTS: 359 women residents and fellows from 41 specialties. PROGRAM DESCRIPTION: A longitudinal curriculum of monthly workshops designed to support leadership development for women trainees. Sessions and learning objectives were designed via needs assessments and literature review. PROGRAM EVALUATION: A mixed-methods evaluation was performed for 3 years of WILD programming. Quantitative surveys assessed participant satisfaction and fulfillment of learning objectives. Structured interview questions were asked in focus groups and analyzed qualitatively. DISCUSSION: 23% of invited participants attended at least one session from 2018 to 2021, despite challenging trainee schedules. Surveys demonstrated acceptability and satisfaction of all sessions, and learning objectives were met at 100% of matched sessions. Focus groups highlighted positive impact in domains of community-building, leadership skills, mentorship, and empowerment. This program has demonstrated WILDs longitudinal sustainability and impact for women trainees.
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- 2024
18. Storylines of family medicine X: standing up for diversity, equity and inclusion.
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Ventres, William B, Stone, Leslie A, Bryant, Wayne W, Pacheco, Mario F, Figueroa, Edgar, Chu, Francis N, Prasad, Shailendra, Blane, David N, Razon, Na'amah, Mishori, Ranit, Ferrer, Robert L, and Kneese, Garrett S
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Health Services and Systems ,Health Sciences ,Generic health relevance ,Good Health and Well Being ,Humans ,Family Practice ,Diversity ,Equity ,Inclusion ,Physicians ,Family ,Education ,Medical ,Health Equity ,Family Medicine ,General Practice ,Global Health ,Minority Health ,Social Determinants of Health ,Health services and systems ,Public health - Abstract
Storylines of Family Medicine is a 12-part series of thematically linked mini-essays with accompanying illustrations that explore the many dimensions of family medicine as interpreted by individual family physicians and medical educators in the USA and elsewhere around the world. In 'X: standing up for diversity, equity and inclusion', authors address the following themes: 'The power of diversity-why inclusivity is essential to equity in healthcare', 'Medical education for whom?', 'Growing a diverse and inclusive workforce', 'Therapeutic judo-an inclusive approach to patient care', 'Global family medicine-seeing the world "upside down"', 'The inverse care law', 'Social determinants of health as a lens for care', 'Why family physicians should care about human rights' and 'Toward health equity-the opportunome'. May the essays that follow inspire readers to promote change.
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- 2024
19. A survey of perceptions of exposure to new technology in residents and practicing ophthalmologists.
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Meer, Elana, Davidson, Krista, Ingenito, Kristen, Brodie, Frank, and Schallhorn, Julie
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Exposure to new technologies ,Innovation ,Residency training ,Humans ,Education ,Medical ,Graduate ,Ophthalmologists ,Clinical Competence ,Internship and Residency ,Ophthalmology ,Surveys and Questionnaires - Abstract
BACKGROUND: Incorporation of the rapid advances in ophthalmologic surgical and diagnostic techniques inherent in the field poses a challenge to residency training programs. This study investigates exposure to new technologies during residency and perception of its impact on practice patterns. METHODS: Ophthalmology residents at various training levels and practicing ophthalmologists who had completed their training were invited to participate in a survey study assessing exposure to various technologies in residency and in practice. Data collection occurred from December 2022 to June 2023. Descriptive statistics were performed. RESULTS: The study received 132 unique responses, including 63 ophthalmology residents and 69 practicing ophthalmologists. 65.2% (n = 45) of practicing ophthalmologists and 47.6% (n = 30) of current residents reported discussion/training on newly developed products on the market (e.g. premium IOLS, MIGS), was minimally discussed but not emphasized or not discussed at all in residency. 55.1% (n = 38) of practicing ophthalmologists reported that exposure to new technologies during residency did influence types of technologies employed during practice. The majority resident physicians reported enjoying being trained on newer technology and feeling more prepared for future changes in the field (95.2%, n = 60) and felt that having industry partnerships in residency enhances education and training (90.5%, n = 57). CONCLUSIONS: Considering how to maximize exposure to newer technologies/devices during residency training is important, and may contribute to training more confident, adaptable surgeons, who are more likely to critically consider new technologies and adopt promising ones into their future clinical practice.
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- 2024
20. Needs assessment for direct ophthalmoscopy training in neurology residency.
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Saroya, Jasmeet, Chahal, Noor, Jiang, Alice, Pet, Douglas, Rasool, Nailyn, Terrelonge, Mark, and Yung, Madeline
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Education ,Fundoscopy ,Neurology ,Residency ,Humans ,United States ,Internship and Residency ,Needs Assessment ,Curriculum ,Surveys and Questionnaires ,Neurology ,Learning ,Ophthalmoscopy ,Education ,Medical ,Graduate - Abstract
BACKGROUND: Assessment of the ocular fundus, traditionally by direct ophthalmoscopy (DO), is essential to evaluate many neurologic diseases. However, the status of DO training in neurology residencies is unknown. We conducted a needs assessment to determine current attitudes, curricula, and gaps in DO training. METHODS: A survey was developed and administered to residents and program directors (PDs) at ACGME accredited neurology residencies in the United States. The survey assessed factors such as current DO curricula, perceived importance of DO, confidence of skills, and need for improvement. Data analysis was performed using the Mann Whitney U test and Fisher Exact Test. RESULTS: Nineteen PDs (11.6%) and 74 (41.1%) residents responded to the survey. 97.1% of residents and 100.0% of PDs believe DO is an important skill to learn. 29.4% of PDs expected graduating residents to have completed > 10 supervised DO exams, while 0.0% of graduating fourth year residents reported doing so (p = 0.03). 35.7% of graduating residents had never correctly identified an abnormal finding on DO. The number of times residents practiced DO unsupervised correlated with increasing confidence in all components of the DO exam (p
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- 2024
21. Core and cluster or head to toe?: a comparison of two types of curricula for teaching physical examination skills to preclinical medical students.
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Jewett, LilyAnne, Griffin, Erin, Clarke, Samuel, and Danielson, Aaron
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Curriculum design ,Medical students ,Physical examination ,Humans ,Retrospective Studies ,Students ,Medical ,Curriculum ,Physical Examination ,Clinical Competence ,Toes ,Teaching - Abstract
BACKGROUND: Despite the central importance of physical examination (PE) skills to patient evaluation, early trainees struggle with its correct application and interpretation. This struggle may reflect the instructional strategies of PE courses which have largely ignored the clinical reasoning necessary to accurately apply these skills. The core + cluster (C + C) is a recent approach to teaching PE to clerkship-level medical students that combines a basic core exam with cluster based on the students hypothesis about their patients clinical presentation. Our institution developed a novel C + C curriculum to teach PE to preclinical students. We aimed to assess the impact of this new curriculum on students clinical skills and course evaluations in comparison to the traditional head-to-toe approach wed used previously. METHODS: This was a retrospective study comparing two consecutive medical school cohorts exposed to the new (C + C) and prior (HTT) curricula respectively. We studied two complete cohorts of first-year medical students at our institution who matriculated in 2014 and 2015. The 2014 cohort received PE training via an HTT approach. The 2015 cohort received PE training via a C + C approach. Outcomes included performance scores on a statewide clinical performance exam (CPX) and student course evaluations. RESULTS: We found no statistically significant difference in mean CPX scores between the two cohorts. However, student course ratings were significantly higher in the C + C cohort and students rated the C + C format as highly useful in clinical encounters. CONCLUSIONS: The C + C curriculum appears to be as effective a method of teaching PE to preclinical students as the HTT approach and is better received by students. We believe that this approach more appropriately reflects the way PE is used in clinical encounters and may help students with diagnostic hypothesis generation.
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- 2024
22. Graduate medical education well-being directors in the United States: who are they, and what does the role entail?
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Ripp, Jonathan, Duncan, Jennifer, and Thomas, Larissa
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Academic leadership ,Burnout ,Chief wellness officer ,Graduate medical education ,Physician well-being ,Physician wellness ,Resident physicians ,Humans ,United States ,Female ,Education ,Medical ,Graduate ,Cross-Sectional Studies ,Physician Executives ,Internship and Residency ,Surveys and Questionnaires - Abstract
BACKGROUND: Institutional Graduate Medical Education (GME) Well-being Director (WBD) roles have recently emerged in the United States to support resident and fellow well-being. However, with a standard position description lacking, the current scope and responsibilities of such roles is unknown. This study describes the scope of work, salary support, and opportunities for role definition for those holding institutional leadership positions for GME well-being. METHODS: In November 2021, 43 members of a national network of GME WBDs in the United States were invited to complete a cross-sectional survey that included questions about job responsibilities, percent effort, and dedicated budget, and a free text response question about unique leadership challenges for GME WBDs. The survey was analyzed using descriptive statistics for quantitative data and thematic analysis for qualitative data. RESULTS: 26 members (60%) responded. Most were physicians, and the majority identified as female and White. Median percent effort salary support was 40%. A small minority reported overseeing an allocated budget. Most respondents worked to improve access to mental health services, oversaw institution-wide well-being programs, designed or delivered well-being content, provided consultations to individual programs, met with trainees, and partnered with diversity, equity, and inclusion (DEI) efforts. GME WBDs described unique challenges that had implications for perceived effectiveness related to resources, culture, institutional structure, and regulatory requirements in GME. DISCUSSION: There was high concordance for several key responsibilities, which may represent a set of core priorities for this role. Other reported responsibilities may reflect institution-specific needs or opportunities for role definition. A wide scope of responsibilities, coupled with limited defined budgetary support described by many GME Well-being Directors, could limit effective role execution. Future efforts to better define the role, optimize organizational reporting structures and provide funding commensurate with the scope of work may allow the GME Well-being Director to more effectively develop and execute strategic interventions.
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- 2024
23. Evaluation of Culture Conducive to Academic Success by Gender at a Comprehensive Cancer Center.
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Westring, Alyssa, Velazquez, Ana, Bank, Erin, Bergsland, Emily, Boreta, Lauren, Conroy, Patricia, Daras, Mariza, Sibley, Amanda, Hsu, Gerald, Paris, Pamela, Piawah, Sorbarikor, Sinha, Sumi, Tsang, Mazie, Venook, Alan, Wong, Melisa, Yom, Sue, Van Loon, Katherine, Hermiston, Michelle, Sosa, Julie Ann, Zhang, Li, and Keenan, Bridget
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culture ,gender equity ,health workforce ,oncologists ,Humans ,Female ,Male ,Sexism ,Academic Success ,Pandemics ,Faculty ,Medical ,COVID-19 ,Neoplasms - Abstract
INTRODUCTION: The primary objective of this study was to determine whether workplace culture in academic oncology differed by gender, during the COVID-19 pandemic. MATERIALS AND METHODS: We used the Culture Conducive to Womens Academic Success (CCWAS), a validated survey tool, to investigate the academic climate at an NCI-designated Cancer Center. We adapted the CCWAS to be applicable to people of all genders. The full membership of the Cancer Center was surveyed (total faculty = 429). The questions in each of 4 CCWAS domains (equal access to opportunities, work-life balance, freedom from gender bias, and leadership support) were scored using a 5-point Likert scale. Median score and interquartile ranges for each domain were calculated. RESULTS: A total of 168 respondents (men = 58, women = 106, n = 4 not disclosed) submitted survey responses. The response rate was 39% overall and 70% among women faculty. We found significant differences in perceptions of workplace culture by gender, both in responses to individual questions and in the overall score in the following domains: equal access to opportunities, work-life balance, and leader support, and in the total score for the CCWAS. CONCLUSIONS: Our survey is the first of its kind completed during the COVID-19 pandemic at an NCI-designated Cancer Center, in which myriad factors contributed to burnout and workplace challenges. These results point to specific issues that detract from the success of women pursuing careers in academic oncology. Identifying these issues can be used to design and implement solutions to improve workforce culture, mitigate gender bias, and retain faculty.
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- 2024
24. Practice Readiness? Trends in Chief Resident Year Training Experience Across 13 Residency Programs
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Corey, Zachary, Lehman, Erik, Lemack, Gary E, Clifton, Marisa M, Klausner, Adam P, Mehta, Akanksha, Atiemo, Humphrey, Lee, Richard, Sorensen, Mathew, Smith, Ryan, Buckley, Jill, Thompson, Houston, Breyer, Benjamin N, Badalato, Gina M, Wallen, Eric M, and Raman, Jay D
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Health Services and Systems ,Biomedical and Clinical Sciences ,Clinical Sciences ,Health Sciences ,Rare Diseases ,Cancer ,Urologic Diseases ,Child ,Humans ,Internship and Residency ,Education ,Medical ,Graduate ,Urology ,Accreditation ,Clinical Competence ,urology ,resident education ,Accreditation Council for Graduate Medical Education ,Clinical sciences ,Public health - Abstract
IntroductionUrology residency prepares trainees for independent practice. The optimal operative chief resident year experience to prepare for practice is undefined. We analyzed the temporal arc of cases residents complete during their residency compared to their chief year in a multi-institutional cohort.MethodsAccreditation Council for Graduate Medical Education case logs of graduating residents from 2010 to 2022 from participating urology residency programs were aggregated. Resident data for 5 categorized index procedures were recorded: (1) general urology, (2) endourology, (3) reconstructive urology, (4) urologic oncology, and (5) pediatric urology. Interactions were tested between the trends for total case exposure in residency training relative to the chief resident year.ResultsFrom a sample of 479 resident graduates, a total of 1,287,433 total cases were logged, including 375,703 during the chief year (29%). Urologic oncology cases had the highest median percentage completed during chief year (56%) followed by reconstructive urology (27%), general urology (24%), endourology (17%), and pediatric urology (2%). Across the study period, all categories of cases had a downward trend in median percentage completed during chief year except for urologic oncology. However, only trends in general urology (slope of -0.68, P = .013) and endourology (slope of -1.71, P ≤ .001) were significant.ConclusionsOver 50% of cases completed by chief residents are urologic oncology procedures. Current declining trends indicate that residents are being exposed to proportionally fewer general urology and endourology cases during their chief year prior to entering independent practice.
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- 2024
25. Need for Time and Training: Pediatric Program Directors’ Perceptions About Mentorship of Residents
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Gustafson, Sarah, Shope, Margaret, Fromme, H Barrett, and Orlov, Nicola
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Paediatrics ,Biomedical and Clinical Sciences ,Humans ,Child ,United States ,Mentors ,Cross-Sectional Studies ,Mentoring ,Education ,Medical ,Graduate ,Faculty ,Surveys and Questionnaires ,advising ,graduate medical education ,mentorship ,Paediatrics and Reproductive Medicine ,Pediatrics - Abstract
ObjectiveWe aimed to describe pediatric program directors' perceptions of existing mentorship programs in pediatric residencies, to assess whether characteristics used for mentor-mentee assignments impact mentoring outcomes, and to identify barriers to success in mentorship programs.MethodsWith the support of the Association of Pediatric Program Directors (APPD) Research Task Force, we conducted a cross-sectional survey study of all associate pediatric program directors in the United States in March 2022.ResultsNearly half (82 of 197, 41.6%) of programs responded. Most (87.8%) report having a formal mentoring program. Half of programs (51.4%) do not provide training to residents on how to be a mentee, and only slightly more than half (62.5%) provide training to faculty mentors. Most programs (80.6%) do not provide protected time for faculty mentors. There were no meaningful associations with characteristics used for mentorship matches and perceived successful mentorship. Top barriers from the program leadership perspective included faculty and residents lacking time, residents lacking skills to be proactive mentees, and inadequate funding.ConclusionsWhile a majority of programs have formal mentorship programs, many do not provide training to mentors or mentees. Barriers to mentorship include a lack of funding and time. National organizations, such as APPD and the Accreditation Council for Graduate Medical Education, have an opportunity to provide guidance and support for protected time, funding, and training for mentors and mentees.
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- 2024
26. Ovulation Day Prediction Using Machine Learning
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Gupta, Umesh, Ampaty, Rohan Sai, Amalapurapu, Yashaswini Gayathry, Kumar, Rajiv, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Fortino, Giancarlo, editor, Kumar, Akshi, editor, Swaroop, Abhishek, editor, and Shukla, Pancham, editor
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- 2025
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27. Exploring Representations Learned via Self-Supervised Transfer Learning for Medical Image Classification
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Devadas, Raghavendra M., Alam, Intekhab, Raghavendra, R., Nautiyal, Kapish, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Kumar, Amit, editor, Gunjan, Vinit Kumar, editor, Senatore, Sabrina, editor, and Hu, Yu-Chen, editor
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- 2025
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28. Investigating the Benefits of Multi-Task Transfer Learning for Medical Image Segmentation
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Chandani, Priyanka, Jaison, Feon, Pandeya, Megha, Sharma, Neeraj, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Kumar, Amit, editor, Gunjan, Vinit Kumar, editor, Senatore, Sabrina, editor, and Hu, Yu-Chen, editor
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- 2025
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29. Exploring Self-Supervised Mastering for Computerized Scientific Picture Segmentation
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Kudari, Jayashree M., Pandeya, Megha, Pandey, Vijay Kumar, Shukla, Amita, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Kumar, Amit, editor, Gunjan, Vinit Kumar, editor, Senatore, Sabrina, editor, and Hu, Yu-Chen, editor
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- 2025
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30. Improving Medical Image Segmentation Through Knowledge Transfer and Deep Learning
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Pandeya, Megha, Yadav, Surjeet, Batra, Raman, Gobi, N., Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Kumar, Amit, editor, Gunjan, Vinit Kumar, editor, Senatore, Sabrina, editor, and Hu, Yu-Chen, editor
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- 2025
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31. Exploiting Multi-Task Transfer Learning to Improve Medical Image Segmentation Accuracy
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Dheer, Meenakshi, Kothari, Pinky, Zaidi, Taskeen, Singh, Akhilendra Pratap, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Kumar, Amit, editor, Gunjan, Vinit Kumar, editor, Senatore, Sabrina, editor, and Hu, Yu-Chen, editor
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- 2025
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32. Generative Adversarial Networks for Self-Supervised Transfer Learning in Medical Image Classification
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Kumar, Rohit, Yogeetha, B. R., Savita, Mehta, Deepak, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Kumar, Amit, editor, Gunjan, Vinit Kumar, editor, Senatore, Sabrina, editor, and Hu, Yu-Chen, editor
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- 2025
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33. A Comprahensive Analysis of Knowledge Transfer Techniques for Medical Image Segmentation with Deep Learning
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Singh, Vishvendra, Jain, Garima, Nidhya, M. S., Chaudhary, Chetan, Angrisani, Leopoldo, Series Editor, Arteaga, Marco, Series Editor, Chakraborty, Samarjit, Series Editor, Chen, Shanben, Series Editor, Chen, Tan Kay, Series Editor, Dillmann, Rüdiger, Series Editor, Duan, Haibin, Series Editor, Ferrari, Gianluigi, Series Editor, Ferre, Manuel, Series Editor, Jabbari, Faryar, Series Editor, Jia, Limin, Series Editor, Kacprzyk, Janusz, Series Editor, Khamis, Alaa, Series Editor, Kroeger, Torsten, Series Editor, Li, Yong, Series Editor, Liang, Qilian, Series Editor, Martín, Ferran, Series Editor, Ming, Tan Cher, Series Editor, Minker, Wolfgang, Series Editor, Misra, Pradeep, Series Editor, Mukhopadhyay, Subhas, Series Editor, Ning, Cun-Zheng, Series Editor, Nishida, Toyoaki, Series Editor, Oneto, Luca, Series Editor, Panigrahi, Bijaya Ketan, Series Editor, Pascucci, Federica, Series Editor, Qin, Yong, Series Editor, Seng, Gan Woon, Series Editor, Speidel, Joachim, Series Editor, Veiga, Germano, Series Editor, Wu, Haitao, Series Editor, Zamboni, Walter, Series Editor, Tan, Kay Chen, Series Editor, Kumar, Amit, editor, Gunjan, Vinit Kumar, editor, Senatore, Sabrina, editor, and Hu, Yu-Chen, editor
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- 2025
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34. Medical Chabot Using Machine Learning
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Jadhav, Ramesh D., Jadhav, Aditya, Jadhav, Aakanksha Ramesh, Singh, Chandrani, Kacprzyk, Janusz, Series Editor, Gomide, Fernando, Advisory Editor, Kaynak, Okyay, Advisory Editor, Liu, Derong, Advisory Editor, Pedrycz, Witold, Advisory Editor, Polycarpou, Marios M., Advisory Editor, Rudas, Imre J., Advisory Editor, Wang, Jun, Advisory Editor, Lin, Frank, editor, Pastor, David, editor, Kesswani, Nishtha, editor, Patel, Ashok, editor, Bordoloi, Sushanta, editor, and Koley, Chaitali, editor
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- 2025
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35. Automating MedSAM by Learning Prompts with Weak Few-Shot Supervision
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Gaillochet, Mélanie, Desrosiers, Christian, Lombaert, Hervé, Goos, Gerhard, Series Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Deng, Zhongying, editor, Shen, Yiqing, editor, Kim, Hyunwoo J., editor, Jeong, Won-Ki, editor, Aviles-Rivero, Angelica I., editor, He, Junjun, editor, and Zhang, Shaoting, editor
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- 2025
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36. Does Sponsorship Promote Equity in Career Advancement in Academic Medicine? A Scoping Review.
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Williams, Mia, Feldman, Mitchell, and Schwartz, Rachel
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gender ,leadership ,mentoring ,sponsorship. ,underrepresented ,Male ,Humans ,Female ,Career Mobility ,Leadership ,Physicians ,Women ,Faculty ,Medical ,Academic Medical Centers - Abstract
Sponsorship describes a set of actions wherein an influential champion (sponsor) uses their position to actively support a colleagues career by helping them gain visibility, recognition, and/or positions. There is growing awareness of the importance of sponsorship for career advancement in academic medicine, particularly for women and those who are historically underrepresented and excluded in medicine (UIM). This scoping review examines the current landscape of evidence, and knowledge gaps, on sponsorship as it relates to career advancement in academic medicine for women and UIM faculty. We searched peer-reviewed literature in PubMed, Embase, and Web of Science (WoS) over the past 50 years (from 1973 through July 2023). Sixteen studies were included in the final review. We found relative consensus on sponsorship definition and value to career advancement. Heterogeneity in study design limited our ability to directly compare study outcomes. All included studies focused on gender differences in sponsorship: two of four quantitative studies found men were more likely to receive sponsorship, one reported no gender differences, and one was insufficiently powered. All but one of the qualitative studies reported gender differences, with women less likely to access or be identified for sponsorship. The mixed-methods studies suggested sponsorship may vary by career stage. Only two studies analyzed sponsorship for UIM populations. The existing data are inconclusive regarding best ways to measure and assess sponsorship, what institutional support (e.g., structured programs, formal recognition, or incentives for sponsorship) should look like, and at what career stage sponsorship is most important. Addressing this knowledge gap will be critically important for understanding what sponsorship best practices, if any, should be used to promote equity in career advancement in academic medicine. We advocate for commitment at the institutional and national levels to develop new infrastructure for transparently and equitably supporting women and UIM in career advancement.
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- 2024
37. Improving Pediatric Fellows Feedback Skills and Confidence Through Objective Structured Examinations.
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Yu, Jennifer, Dworsky, Zephyr, Larrow, Annie, Passarelli, Patrick, Patel, Aarti, and Rhee, Kay
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Humans ,Child ,Feedback ,Internship and Residency ,Curriculum ,Clinical Competence ,Education ,Medical ,Graduate ,Fellowships and Scholarships - Abstract
Background Medical trainees must learn how to provide effective feedback as an essential communication skill, yet few models exist for training and assessing these skills. Objective To develop an observed structured feedback examination (OSFE) to provide feedback training to pediatric fellows and assess changes in skills and self-reported confidence. Methods This educational study was conducted from 2019 to 2020 at an academic childrens hospital. Our team developed the OSFE and trained standardized feedback recipients and faculty. Fellows completed baseline self-assessments (31 items) on prior exposure to feedback training, application of skills, and confidence. They then participated in the OSFE, giving feedback to a standardized recipient using a standardized scenario, and were scored by faculty and recipients using a 15-item checklist for performance. Next, fellows participated in feedback training and received individualized feedback, after which they repeated the OSFE and confidence self-assessment. Three months later, fellows completed self-assessments on confidence and application of skills and another OSFE to assess retention. Descriptive statistics and signed rank sum test were used for analysis. Results Of 60 eligible fellows, 19 participated (32%), with 100% follow-up. After training and individualized feedback, all fellows improved feedback skills as measured by OSFE performance (mean change +0.89). All items, measured on a 5-point Likert scale, were sustained 3 months later (mean change +0.92). All fellows reported improved confidence in feedback knowledge (mean change +2.07 post, +1.67 3 months post). Conclusions Feedback training using simulation and individualized feedback moderately improved fellows performance, confidence, and 3-month retention of feedback skills.
- Published
- 2024
38. Analysis of narrative assessments of internal medicine resident performance: are there differences associated with gender or race and ethnicity?
- Author
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Klein, Robin, Snyder, Erin, Koch, Jennifer, Volerman, Anna, Alba-Nguyen, Sarah, Julian, Katherine, Thompson, Vanessa, Ufere, Nneka, Burnett-Bowie, Sherri-Ann, Kumar, Anshul, White, Bobbie, Park, Yoon, and Palamara, Kerri
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Assessment ,Bias ,Equity ,Ethnicity ,Gender ,Graduate medical education ,Medical education ,Race ,Male ,Humans ,Female ,Internship and Residency ,Ethnicity ,Clinical Competence ,Faculty ,Medical ,Internal Medicine - Abstract
BACKGROUND: Equitable assessment is critical in competency-based medical education. This study explores differences in key characteristics of qualitative assessments (i.e., narrative comments or assessment feedback) of internal medicine postgraduate resident performance associated with gender and race and ethnicity. METHODS: Analysis of narrative comments included in faculty assessments of resident performance from six internal medicine residency programs was conducted. Content analysis was used to assess two key characteristics of comments- valence (overall positive or negative orientation) and specificity (detailed nature and actionability of comment) - via a blinded, multi-analyst approach. Differences in comment valence and specificity with gender and race and ethnicity were assessed using multilevel regression, controlling for multiple covariates including quantitative competency ratings. RESULTS: Data included 3,383 evaluations with narrative comments by 597 faculty of 698 residents, including 45% of comments about women residents and 13.2% about residents who identified with race and ethnicities underrepresented in medicine. Most comments were moderately specific and positive. Comments about women residents were more positive (estimate 0.06, p 0.045) but less specific (estimate - 0.07, p 0.002) compared to men. Women residents were more likely to receive non-specific, weakly specific or no comments (adjusted OR 1.29, p 0.012) and less likely to receive highly specific comments (adjusted OR 0.71, p 0.003) or comments with specific examples of things done well or areas for growth (adjusted OR 0.74, p 0.003) than men. Gendered differences in comment specificity and valence were most notable early in training. Comment specificity and valence did not differ with resident race and ethnicity (specificity: estimate 0.03, p 0.32; valence: estimate - 0.05, p 0.26) or faculty gender (specificity: estimate 0.06, p 0.15; valence: estimate 0.02 p 0.54). CONCLUSION: There were significant differences in the specificity and valence of qualitative assessments associated with resident gender with women receiving more praising but less specific and actionable comments. This suggests a lost opportunity for well-rounded assessment feedback to the disadvantage of women.
- Published
- 2024
39. An Automated System for Physician Trainee Procedure Logging via Electronic Health Records.
- Author
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Kwan, Brian, Engel, Jeffery, Steele, Brian, Oyama, Leslie, Longhurst, Christopher A, El-Kareh, Robert, Daniel, Michelle, Goldberg, Charles, and Clay, Brian
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Health Services and Systems ,Biomedical and Clinical Sciences ,Health Sciences ,Generic health relevance ,Humans ,Electronic Health Records ,Reproducibility of Results ,Education ,Medical ,Graduate ,Emergency Medicine ,Physicians ,Biomedical and clinical sciences ,Health sciences - Abstract
ImportanceProcedural proficiency is a core competency for graduate medical education; however, procedural reporting often relies on manual workflows that are duplicative and generate data whose validity and accuracy are difficult to assess. Failure to accurately gather these data can impede learner progression, delay procedures, and negatively impact patient safety.ObjectiveTo examine accuracy and procedure logging completeness of a system that extracts procedural data from an electronic health record system and uploads these data securely to an application used by many residency programs for accreditation.Design, setting, and participantsThis quality improvement study of all emergency medicine resident physicians at University of California, San Diego Health was performed from May 23, 2023, to June 25, 2023.ExposuresAutomated system for procedure data extraction and upload to a residency management software application.Main outcomes and measuresThe number of procedures captured by the automated system when running silently compared with manually logged procedures in the same timeframe, as well as accuracy of the data upload.ResultsForty-seven residents participated in the initial silent assessment of the extraction component of the system. During a 1-year period (May 23, 2022, to May 7, 2023), 4291 procedures were manually logged by residents, compared with 7617 procedures captured by the automated system during the same period, representing a 78% increase. During assessment of the upload component of the system (May 8, 2023, to June 25, 2023), a total of 1353 procedures and patient encounters were evaluated, with the system operating with a sensitivity of 97.4%, specificity of 100%, and overall accuracy of 99.5%.Conclusions and relevanceIn this quality improvement study of emergency medicine resident physicians, an automated system demonstrated that reliance on self-reported procedure logging resulted in significant procedural underreporting compared with the use of data obtained at the point of performance. Additionally, this system afforded a degree of reliability and validity heretofore absent from the usual after-the-fact procedure logging workflows while using a novel application programming interface-based approach. To our knowledge, this system constitutes the first generalizable implementation of an automated solution to a problem that has existed in graduate medical education for decades.
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- 2024
40. Academic Career Exploration: Learner Opportunities Through the Office of Faculty Affairs.
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Lucas, Raymond, Brutus, Nicholas, Federico-Martinez, Guadalupe, Soremekun, Chloe, Gemeda, Mekbib, Rodriguez, Jose, Townsend, Janet, Callahan, Edward, and Sánchez, John
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Career Choice ,Career Development ,Continuing Professional Development ,Faculty Affairs ,Faculty Development ,Health Care Workforce ,Leadership ,Leadership Development/Skills ,Self-Assessment ,Humans ,Faculty ,Medical ,Leadership ,Students ,Medical ,Career Choice ,Career Mobility ,Education ,Schools ,Medical - Abstract
INTRODUCTION: Early exposure to medical school offices can help to facilitate interest in academic medicine and senior leadership positions. This workshop provides an overview of the roles, responsibilities, and activities within the Office of Faculty Affairs (OFA) and highlights opportunities for trainee engagement and leadership. METHODS: The Kern model was applied in the design of a 60-minute interactive module for medical students. The module consisted of a didactic portion overviewing OFA roles and responsibilities. Learners were engaged through reflection exercises and case discussions on how trainees could develop competencies through engagement with the OFA, including contributing to faculty grievance and promotion processes. A summary sheet was created to explicitly describe faculty leadership competencies potentially developed by medical students through faculty affairs-related activities. RESULTS: The module was presented at five conferences, and 45 participants responded to the workshop evaluation forms. A comparison of pre- and postworkshop responses showed a statistically significant increase in perceived knowledge in identifying leadership opportunities for trainees to become engaged through the OFA and in listing skills that are important for an OFA dean. DISCUSSION: Medical trainees not only can benefit from gaining awareness of opportunities for engagement through the OFA but also have the ability to gain foundational skills and competencies to eventually serve as OFA leaders. This workshop provides an early exposure to the OFA for trainees and an opportunity to realize a potential career in academic medicine beyond the faculty role.
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- 2024
41. A Teach-the-Teacher Module for Human Trafficking Bedside Instruction.
- Author
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Young, Anthony, Findlay, Shannon, Cole, Michael, Cranford, James, Daniel, Michelle, Alter, Harrison, Chisolm-Straker, Makini, Macias-Konstantopoulos, Wendy, Wendt, Wendi-Jo, and Stoklosa, Hanni
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Case-Based Learning ,Clinical Teaching/Bedside Teaching ,Emergency Medicine ,Human Rights ,Human Trafficking ,Intimate Partner Violence ,Labor Trafficking ,Public Health ,Sex Trafficking ,Social Determinants of Health ,Train-the-Trainer ,Humans ,Iowa ,Human Trafficking ,Curriculum ,Surveys and Questionnaires ,Emergency Medicine ,Teaching ,Students ,Medical ,Retrospective Studies ,Education ,Medical ,Undergraduate - Abstract
INTRODUCTION: Human trafficking (HT) is a public health issue that adversely affects patients well-being. Despite the prevalence of trafficked persons in health care settings, a lack of educational modules exists for use in clinical contexts. We developed a 50-minute train-the-trainer module on HT. METHODS: After piloting the workshop for faculty, fellows, and residents (n = 19) at the Society for Academic Emergency Medicine (SAEM) national conference, we implemented it in medical students curricula during their emergency medicine clerkship at the University of Iowa (n = 162). We evaluated the worskhop by (a) a retrospective pre-post survey of self-reported ability to (1) define HT, (2) recognize high-risk signs, (3) manage situations with trafficked persons, and (4) teach others about HT, and (b) a 3-month follow-up survey to assess longitudinal behavior change. RESULTS: In both contexts, results demonstrated improvement across all learning outcomes (pre-post differences of 1.5, 1.3, 1.9, and 1.7 on a 4-point Likert-type scale for each learning objective above, respectively, at the SAEM conference and 1.2, 1.0, 1.3, and 1.3 at the University of Iowa; p < .001 for all). In the 3-month follow-up, we observed statistically significant changes in self-reported consideration of and teaching about HT during clinical encounters among learners who had previously never done either (p < .001 and p = .006, respectively). DISCUSSION: This train-the-trainer module is a brief and effective clinical tool for bedside teaching about HT, especially among people who have never previously considered HT in a clinical context.
- Published
- 2024
42. Medical students in distress: a mixed methods approach to understanding the impact of debt on well-being
- Author
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Yang, Adrienne, Langness, Simone, Chehab, Lara, Rajapuram, Nikhil, Zhang, Li, and Sammann, Amanda
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Biomedical and Clinical Sciences ,Curriculum and Pedagogy ,Education ,Specialist Studies In Education ,Clinical Sciences ,Behavioral and Social Science ,8.1 Organisation and delivery of services ,Good Health and Well Being ,Humans ,Students ,Medical ,Cross-Sectional Studies ,Male ,Female ,United States ,Stress ,Psychological ,Training Support ,Adult ,Surveys and Questionnaires ,Career Choice ,Young Adult ,Psychological Distress ,Risk Factors ,Debt ,Well-being ,Specialty choice ,Burnout ,Diversity ,Public Health and Health Services ,Medical Informatics ,Clinical sciences ,Curriculum and pedagogy ,Specialist studies in education - Abstract
BackgroundNearly three in four U.S. medical students graduate with debt in six-figure dollar amounts which impairs students emotionally and academically and impacts their career choices and lives long after graduation. Schools have yet to develop systems-level solutions to address the impact of debt on students' well-being. The objectives of this study were to identify students at highest risk for debt-related stress, define the impact on medical students' well-being, and to identify opportunities for intervention.MethodsThis was a mixed methods, cross-sectional study that used quantitative survey analysis and human-centered design (HCD). We performed a secondary analysis on a national multi-institutional survey on medical student wellbeing, including univariate and multivariate logistic regression, a comparison of logistic regression models with interaction terms, and analysis of free text responses. We also conducted semi-structured interviews with a sample of medical student respondents and non-student stakeholders to develop insights and design opportunities.ResultsIndependent risk factors for high debt-related stress included pre-clinical year (OR 1.75), underrepresented minority (OR 1.40), debt $20-100 K (OR 4.85), debt >$100K (OR 13.22), private school (OR 1.45), West Coast region (OR 1.57), and consideration of a leave of absence for wellbeing (OR 1.48). Mental health resource utilization (p = 0.968) and counselors (p = 0.640) were not protective factors against debt-related stress. HCD analysis produced 6 key insights providing additional context to the quantitative findings, and associated opportunities for intervention.ConclusionsWe used an innovative combination of quantitative survey analysis and in-depth HCD exploration to develop a multi-dimensional understanding of debt-related stress among medical students. This approach allowed us to identify significant risk factors impacting medical students experiencing debt-related stress, while providing context through stakeholder voices to identify opportunities for system-level solutions.
- Published
- 2024
43. Bridging Gaps in Urology Training
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Bowman, Max, Breyer, Benjamin N, and Hampson, Lindsay A
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Public Health ,Biomedical and Clinical Sciences ,Clinical Sciences ,Health Sciences ,Humans ,Urology ,Education ,Medical ,Graduate ,Internship and Residency ,Urologic Diseases ,leadership ,academic training ,residency ,graduate medical education ,Clinical sciences ,Public health - Published
- 2024
44. Lessons for expanding virtual mentoring in academic medical institutions: a qualitative study among senior mentors
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Riley, Elise D, Chur, Elizabeth, Gandhi, Monica, Fuchs, Jonathan D, Sauceda, John A, Sterling, Lauren A, and Johnson, Mallory O
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Biomedical and Clinical Sciences ,Curriculum and Pedagogy ,Education ,Specialist Studies In Education ,Clinical Sciences ,Humans ,Mentoring ,Female ,Qualitative Research ,Male ,Mentors ,Academic Medical Centers ,Faculty ,Medical ,Adult ,Virtual mentoring ,Remote mentoring ,Distance mentoring ,Public Health and Health Services ,Medical Informatics ,Clinical sciences ,Curriculum and pedagogy ,Specialist studies in education - Abstract
BackgroundVirtual activities, hybrid work and virtual mentoring have become part of the ongoing milieu of academic medicine. As the shift to remote mentoring continues to evolve, it is now possible to adapt, refine, and improve tools to support thriving mentoring relationships that take place virtually. This study explores strategies for virtual mentoring as a cornerstone for effective training programs among senior mentors participating in an ongoing mentoring program.MethodsWe conducted a qualitative study among prior and current participants of an ongoing "Mentoring the Mentors" program about key strategies for optimizing virtual mentoring. Data were coded and analyzed following a thematic analysis approach.ResultsRespondents were mostly female (62%), white (58%), and associate (39%) or full professors (32%). We found that, with the expansion of hybrid and fully remote work, there are now fewer opportunities for informal but important chance meetings between mentors and mentees; however, virtual mentoring provides opportunities to compensate for reduced interactivity normally experienced in the workplace. The heightened need to plan and be more deliberate in the virtual sphere was woven throughout narratives and was the foundation of most recommendations. Specifically, a central obstacle for respondents was that spontaneous conversations were harder to initiate because virtual conversations are expected to have set agendas.ConclusionsDeveloping new ways to maintain meaningful interpersonal relationships in a virtual training environment, including opportunities for serendipitous and informal engagement, is critical to the success of virtual mentoring programs.
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- 2024
45. Updates in the prevention of glucocorticoid-induced adverse effects
- Author
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Cunningham, Callie, Limmer, Allison, and Kivelevitch, Dario
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autoimmune ,corticosteroid ,general dermatology ,glucocorticoid ,guidelines ,medical ,Pneumocystis jiroveci ,pneumonia prophylaxis ,rheumatology ,vaccinations - Published
- 2024
46. The 6 degrees of curriculum integration in medical education in the United States.
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Youm, Julie, Christner, Jennifer, Hittle, Kevin, Ko, Paul, Stone, Cinda, Blood, Angela, and Ginzburg, Samara
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Accreditation ,Curriculum ,Patient care ,Medical education ,Curriculum ,Humans ,Education ,Medical ,Clinical Competence ,Accreditation ,Models ,Educational - Abstract
Despite explicit expectations and accreditation requirements for integrated curriculum, there needs to be more clarity around an accepted common definition, best practices for implementation, and criteria for successful curriculum integration. To address the lack of consensus surrounding integration, we reviewed the literature and herein propose a definition for curriculum integration for the medical education audience. We further believe that medical education is ready to move beyond “horizontal” (1-dimensional) and “vertical” (2-dimensional) integration and propose a model of “6 degrees of curriculum integration” to expand the 2-dimensional concept for future designs of medical education programs and best prepare learners to meet the needs of patients. These 6 degrees include: interdisciplinary, timing and sequencing, instruction and assessment, incorporation of basic and clinical sciences, knowledge and skills-based competency progression, and graduated responsibilities in patient care. We encourage medical educators to look beyond 2-dimensional integration to this holistic and interconnected representation of curriculum integration.
- Published
- 2024
47. An At-Home Laparoscopic Curriculum for Junior Residents in Surgery, Obstetrics/Gynecology, and Urology.
- Author
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Brian, Riley, Bayne, David, Ito, Traci, Lager, Jeannette, Edwards, Anya, Kumar, Sandhya, Soriano, Ian, OSullivan, Patricia, Varas, Julian, and Chern, Hueylan
- Subjects
Asynchronous Practice ,Home Practice ,Laparoscopic Simulation ,OB/GYN ,Simulation ,Surgery - General ,Urology ,Humans ,Curriculum ,Laparoscopy ,Internship and Residency ,Gynecology ,Obstetrics ,Urology ,Clinical Competence ,Education ,Medical ,Graduate ,Surveys and Questionnaires ,Female ,Simulation Training - Abstract
INTRODUCTION: Laparoscopic surgery requires significant training, and prior studies have shown that surgical residents lack key laparoscopic skills. Many educators have implemented simulation curricula to improve laparoscopic training. Given limited time for dedicated, in-person simulation center practice, at-home training has emerged as a possible mechanism by which to expand training and promote practice. There remains a gap in published at-home laparoscopic curricula employing embedded feedback mechanisms. METHODS: We developed a nine-task at-home laparoscopic curriculum and an end-of-curriculum assessment following Kerns six-step approach. We implemented the curriculum over 4 months with first- to third-year residents. RESULTS: Of 47 invited residents from general surgery, obstetrics/gynecology, and urology, 37 (79%) participated in the at-home curriculum, and 25 (53%) participated in the end-of-curriculum assessment. Residents who participated in the at-home curriculum completed a median of six of nine tasks (interquartile range: 3-8). Twenty-two residents (47%) responded to a postcurriculum survey. Of these, 19 (86%) reported that their laparoscopic skills improved through completion of the curriculum, and the same 19 (86%) felt that the curriculum should be continued for future residents. Residents who completed more at-home curriculum tasks scored higher on the end-of-curriculum assessment (p = .009 with adjusted R 2 of .28) and performed assessment tasks in less time (p = .004 with adjusted R 2 of .28). DISCUSSION: This learner-centered laparoscopic curriculum provides guiding examples, spaced practice, feedback, and graduated skill development to enable junior residents to improve their laparoscopic skills in a low-stakes, at-home environment.
- Published
- 2024
48. Vascular Anastomoses and Dissection: A Six-Part Simulation Curriculum for Surgical Residents.
- Author
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Brian, Riley, Rodriguez, Natalie, Rapp, Joseph, Chern, Hueylan, OSullivan, Patricia, and Gomez-Sanchez, Clara
- Subjects
Cardiovascular Medicine ,Clinical/Procedural Skills Training ,Deliberate Practice ,Open Vascular Skills ,Simulation ,Surgery - Vascular ,Surgical Simulation ,Humans ,Curriculum ,Internship and Residency ,Simulation Training ,Clinical Competence ,Surveys and Questionnaires ,Vascular Surgical Procedures ,Anastomosis ,Surgical ,Dissection ,Education ,Medical ,Graduate ,Educational Measurement - Abstract
INTRODUCTION: As surgical technologies grow, so too do demands on surgical trainees to master increasing numbers of skill sets. With the rise of endovascular surgery, trainees have fewer opportunities to practice open vascular techniques in the operating room. Simulation can bridge this gap. However, existing published open vascular simulation curricula are basic or based on expensive models. METHODS: We iteratively developed an open vascular skills curriculum for second-year surgery residents comprising six 2-hour sessions. We refined the curriculum based on feedback from learners and faculty. The curriculum required skilled facilitators, vascular instruments, and tissue models. We evaluated the latest iteration with a survey and by assessing participants technical skills using the Objective Structured Assessment of Technical Skills (OSATS) form. RESULTS: Over the past 10 years, 101 residents have participated in the curriculum. Nine of 13 residents who participated in the latest curricular iteration completed the survey. All respondents rated the sessions as excellent and strongly agreed that they had improved their abilities to perform anastomoses with tissue and prosthetic. Facilitators completed 18 OSATS forms for residents in the fifth and sixth sessions of the latest iteration. Residents scored well overall, with a median 26.5 (interquartile range: 24-29) out of a possible score of 35, with highest scores on knowledge of instruments. DISCUSSION: This simulation-based curriculum facilitates open vascular surgical skill acquisition among surgery residents. The curriculum allows residents to acquire critical vascular skills that are challenging to learn in an increasingly demanding operative setting.
- Published
- 2024
49. Structure and Funding of Clinical Informatics Fellowships: A National Survey of Program Directors
- Author
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Patel, Tushar N, Chaise, Aaron J, Hanna, John J, Patel, Kunal P, Kochendorfer, Karl M, Medford, Richard J, Mize, Dara E, Melnick, Edward R, Hron, Jonathan D, Youens, Kenneth, Pandita, Deepti, Leu, Michael G, Ator, Gregory A, Yu, Feliciano, Genes, Nicholas, Baker, Carrie K, Bell, Douglas S, Pevnick, Joshua M, Conrad, Steven A, Chandawarkar, Aarti R, Rogers, Kendall M, Kaelber, David C, Singh, Ila R, Levy, Bruce P, Finnell, John T, Kannry, Joseph, Pageler, Natalie M, Mohan, Vishnu, and Lehmann, Christoph U
- Subjects
Health Services and Systems ,Health Sciences ,Prevention ,Good Health and Well Being ,Quality Education ,Humans ,United States ,Child ,Fellowships and Scholarships ,Cross-Sectional Studies ,Education ,Medical ,Graduate ,Anesthesiology ,Surveys and Questionnaires ,Medical Informatics ,clinical informatics ,physician ,workforce ,ACGME ,fellowships and scholarships ,internships and residency ,medical informatics ,Information Systems ,Clinical Sciences ,Health services and systems - Abstract
BackgroundIn 2011, the American Board of Medical Specialties established clinical informatics (CI) as a subspecialty in medicine, jointly administered by the American Board of Pathology and the American Board of Preventive Medicine. Subsequently, many institutions created CI fellowship training programs to meet the growing need for informaticists. Although many programs share similar features, there is considerable variation in program funding and administrative structures.ObjectivesThe aim of our study was to characterize CI fellowship program features, including governance structures, funding sources, and expenses.MethodsWe created a cross-sectional online REDCap survey with 44 items requesting information on program administration, fellows, administrative support, funding sources, and expenses. We surveyed program directors of programs accredited by the Accreditation Council for Graduate Medical Education between 2014 and 2021.ResultsWe invited 54 program directors, of which 41 (76%) completed the survey. The average administrative support received was $27,732/year. Most programs (85.4%) were accredited to have two or more fellows per year. Programs were administratively housed under six departments: Internal Medicine (17; 41.5%), Pediatrics (7; 17.1%), Pathology (6; 14.6%), Family Medicine (6; 14.6%), Emergency Medicine (4; 9.8%), and Anesthesiology (1; 2.4%). Funding sources for CI fellowship program directors included: hospital or health systems (28.3%), clinical departments (28.3%), graduate medical education office (13.2%), biomedical informatics department (9.4%), hospital information technology (9.4%), research and grants (7.5%), and other sources (3.8%) that included philanthropy and external entities.ConclusionCI fellowships have been established in leading academic and community health care systems across the country. Due to their unique training requirements, these programs require significant resources for education, administration, and recruitment. There continues to be considerable heterogeneity in funding models between programs. Our survey findings reinforce the need for reformed federal funding models for informatics practice and training.
- Published
- 2024
50. Ethics in disaster, mass casualty care, and critical care.
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Egodage, Tanya, Patel, Purvi, Martin, Matthew, and Doucet, Jay
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Ethics ,Medical ,Mass Casualty Incidents ,Patient Comfort ,intensive care units - Abstract
The primary ethical principle guiding general medical practice is autonomy. However, in mass casualty (MASCAL) or disaster scenarios, the principles of beneficence and justice become of foremost concern. Despite multiple reviews, publications, and training courses available to prepare for a MASCAL incident, a minority of physicians and healthcare providers are abreast of these. In this review, we describe several MASCAL scenarios and their associated ethical, moral, and medicolegal quandaries in attempts to curb potential future misadventures.
- Published
- 2024
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