Pub Date : 2025-02-01Epub Date: 2024-10-18DOI: 10.1097/ACM.0000000000005903
John Patrick T Co, Laurence Katznelson, Susan Guralnick, Jeffrey S Berns
Abstract: Labor unions represent an increasing number of graduate medical education (GME) trainees in the United States. Most GME and other leaders at academic medical centers lack familiarity with resident/fellow unions, including what to expect, what decisions need to be made, and the processes involved in a unionization effort. It is important for designated institutional officials (DIOs), GME program directors, teaching faculty, and other institutional leaders to understand the drivers of resident/fellow unionization, the union organizing campaign and election process, and what follows a vote to unionize, including collective bargaining. Careful consideration of the role of educational and other institutional leaders during the unionization process is important to prevent any loss of trust between residents/fellows and those they view as their advocates. In this Commentary, the authors describe these considerations from their perspective as DIOs and GME leaders.
摘要:在美国,工会代表着越来越多的毕业医学教育(GME)学员。大多数 GME 和学术医疗中心的其他领导对住院医师/研究员工会缺乏了解,包括对工会的预期、需要做出的决定以及工会工作所涉及的流程等。对于指定机构官员(DIOs)、GME 项目主任、教学人员及其他机构领导而言,了解住院医师/研究员工会化的驱动因素、工会组织活动和选举过程,以及工会化投票后的事宜(包括集体谈判)非常重要。在组建工会的过程中,仔细考虑教育和其他机构领导的作用对于防止住院医师/研究员与他们视为其代言人的人之间失去信任非常重要。在本评论中,作者从他们作为 DIO 和 GME 领导者的角度阐述了这些考虑因素。
{"title":"Unionization of Graduate Medical Education Trainees: Perspectives From Designated Institutional Officials.","authors":"John Patrick T Co, Laurence Katznelson, Susan Guralnick, Jeffrey S Berns","doi":"10.1097/ACM.0000000000005903","DOIUrl":"10.1097/ACM.0000000000005903","url":null,"abstract":"<p><strong>Abstract: </strong>Labor unions represent an increasing number of graduate medical education (GME) trainees in the United States. Most GME and other leaders at academic medical centers lack familiarity with resident/fellow unions, including what to expect, what decisions need to be made, and the processes involved in a unionization effort. It is important for designated institutional officials (DIOs), GME program directors, teaching faculty, and other institutional leaders to understand the drivers of resident/fellow unionization, the union organizing campaign and election process, and what follows a vote to unionize, including collective bargaining. Careful consideration of the role of educational and other institutional leaders during the unionization process is important to prevent any loss of trust between residents/fellows and those they view as their advocates. In this Commentary, the authors describe these considerations from their perspective as DIOs and GME leaders.</p>","PeriodicalId":50929,"journal":{"name":"Academic Medicine","volume":" ","pages":"127-130"},"PeriodicalIF":5.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142479927","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-02-01Epub Date: 2024-11-05DOI: 10.1097/ACM.0000000000005914
Fahad Azam, Abida Shaheen, Mohammed Amir
{"title":"World Federation for Medical Education Recognizes 5 International Accrediting Bodies.","authors":"Fahad Azam, Abida Shaheen, Mohammed Amir","doi":"10.1097/ACM.0000000000005914","DOIUrl":"10.1097/ACM.0000000000005914","url":null,"abstract":"","PeriodicalId":50929,"journal":{"name":"Academic Medicine","volume":" ","pages":"119-120"},"PeriodicalIF":5.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142584940","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-02-01Epub Date: 2024-10-15DOI: 10.1097/ACM.0000000000005896
Nivedha Satyamoorthi, Marina Marin, Peter Ludlow, Marc M Triola, Colleen Gillespie, Elisabeth Cohen, Steven Abramson, Joan Cangiarella
Purpose: For accelerated 3-year MD (3YMD) pathways to be fully adopted in medical education, a comprehensive analysis of outcome data is needed. This study includes 7 accelerated 3YMD graduating classes at NYU Grossman School of Medicine (NYUGSOM) and reports on outcomes from both medical school and internship compared with their 4-year MD (4YMD) counterparts.
Method: Outcomes across the undergraduate-graduate medical education continuum for the first 7 classes of NYUGSOM graduates (matriculated from 2013-2019) from the accelerated 3YMD (n = 136) and 4YMD pathways (n = 681) were compared. For the internship outcomes, 3YMD interns were compared with 4YMD interns who graduated from NYUGSOM and all 4YMD interns (4YMD graduates from NYUGSOM and any other medical school) at NYUGSOM residencies.
Results: Accelerated 3YMD students were approximately 5 months older at admission and had higher multiple mini-interview scores than 4YMD students. Overall, accelerated 3YMD students performed similarly to 4YMD students during medical school and internship. Significant differences included higher performance by 3YMD students on preclerkship exams and lower performance on Steps 1 and 2 (average: 5.6 and 5.4 fewer points, respectively) and the physical examination portion of the NYUGSOM Comprehensive Clinical Skills Exam. Internship data indicated comparable team assessments across all residencies, statistically significant higher performance on Step 3 when compared with all 4YMD interns, and, in internal medicine, comparable clinical reasoning between 3YMD and all 4YMD interns. When comparing 3YMD interns to all 4YMD interns in the internal medicine residency program, 3YMD interns had a statistically significantly higher performance on milestones.
Conclusions: The outcomes from 7 years of graduating accelerated 3YMD students at NYUGSOM show similar performance in medical school and early residency to 4YMD graduates. Long-term study of accelerated 3YMD students from NYUGSOM and other medical schools is needed to further validate the success of this innovative medical education pathway.
{"title":"Outcomes of Accelerated 3-Year MD Graduates at NYU Grossman School of Medicine During Medical School and Early Residency.","authors":"Nivedha Satyamoorthi, Marina Marin, Peter Ludlow, Marc M Triola, Colleen Gillespie, Elisabeth Cohen, Steven Abramson, Joan Cangiarella","doi":"10.1097/ACM.0000000000005896","DOIUrl":"10.1097/ACM.0000000000005896","url":null,"abstract":"<p><strong>Purpose: </strong>For accelerated 3-year MD (3YMD) pathways to be fully adopted in medical education, a comprehensive analysis of outcome data is needed. This study includes 7 accelerated 3YMD graduating classes at NYU Grossman School of Medicine (NYUGSOM) and reports on outcomes from both medical school and internship compared with their 4-year MD (4YMD) counterparts.</p><p><strong>Method: </strong>Outcomes across the undergraduate-graduate medical education continuum for the first 7 classes of NYUGSOM graduates (matriculated from 2013-2019) from the accelerated 3YMD (n = 136) and 4YMD pathways (n = 681) were compared. For the internship outcomes, 3YMD interns were compared with 4YMD interns who graduated from NYUGSOM and all 4YMD interns (4YMD graduates from NYUGSOM and any other medical school) at NYUGSOM residencies.</p><p><strong>Results: </strong>Accelerated 3YMD students were approximately 5 months older at admission and had higher multiple mini-interview scores than 4YMD students. Overall, accelerated 3YMD students performed similarly to 4YMD students during medical school and internship. Significant differences included higher performance by 3YMD students on preclerkship exams and lower performance on Steps 1 and 2 (average: 5.6 and 5.4 fewer points, respectively) and the physical examination portion of the NYUGSOM Comprehensive Clinical Skills Exam. Internship data indicated comparable team assessments across all residencies, statistically significant higher performance on Step 3 when compared with all 4YMD interns, and, in internal medicine, comparable clinical reasoning between 3YMD and all 4YMD interns. When comparing 3YMD interns to all 4YMD interns in the internal medicine residency program, 3YMD interns had a statistically significantly higher performance on milestones.</p><p><strong>Conclusions: </strong>The outcomes from 7 years of graduating accelerated 3YMD students at NYUGSOM show similar performance in medical school and early residency to 4YMD graduates. Long-term study of accelerated 3YMD students from NYUGSOM and other medical schools is needed to further validate the success of this innovative medical education pathway.</p>","PeriodicalId":50929,"journal":{"name":"Academic Medicine","volume":" ","pages":"184-190"},"PeriodicalIF":5.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142479924","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-02-01Epub Date: 2024-07-23DOI: 10.1097/ACM.0000000000005825
Samuel R Bunting, James N Woodruff, Nitin Vidyasagar, Neeral K Sheth, Deborah Spitz, Christine Babcock, Vineet Arora
Purpose: The medical education community is pursuing reforms addressing unsustainable growth in the number of residency applications per applicant and application costs. Little research has examined the prevalence or contributions of parallel applications (application to residency in multiple specialties) to this growth.
Method: A retrospective analysis of Electronic Residency Application Service data provided by the Association of American Medical Colleges was conducted. The percentage of applicants applying to ≥ 1 specialty, mean number of specialties applied, number of submitted applications, and percentage of applicants to each specialty who were parallel applying were determined. MD, DO, and international (U.S. international medical graduate [IMG] and IMG) applicants were included.
Results: The sample contained 586,246 applicant records from 459,704 unique applicants. The percentage of applicants who parallel applied decreased from 41.3% to 35.4% between 2009 and 2021. DO applicants were the only group for whom the percentage parallel applying increased (30.6% vs 32.1%). IMG (60.4% vs 49.1%) or USIMG applicants (69.6% vs 63.1%) were groups with the greatest percentage of applicants parallel applying each year (2009-2021). The mean number of specialties applied to when parallel applying also decreased from 2.96 in 2009 to 2.79 in 2021, overall. Between 2009 and 2021, mean number of applications increased for all applicant types among both single-specialty applicant and parallel-applying applicants. Among applicants who were single-specialty applying, mean number of applications grew from 38.6 in 2009 to 74.6 in 2021 and from 95.2 to 149.8 for parallel-applying applicants.
Conclusions: All applicant groups experienced decreases in percentages parallel applying except for DO applicants. Parallel application appears to be common and slowly declining, and does not appear to significantly contribute to increasing numbers of applications per candidate. Efforts to control the growth of applications per applicant should continue to focus on applicants' numbers of applications submitted to each specialty.
{"title":"Application in Parallel to U.S. Residency Training Programs in Multiple Specialties: Trends and Differences by Applicant Educational Background, 2009-2021.","authors":"Samuel R Bunting, James N Woodruff, Nitin Vidyasagar, Neeral K Sheth, Deborah Spitz, Christine Babcock, Vineet Arora","doi":"10.1097/ACM.0000000000005825","DOIUrl":"10.1097/ACM.0000000000005825","url":null,"abstract":"<p><strong>Purpose: </strong>The medical education community is pursuing reforms addressing unsustainable growth in the number of residency applications per applicant and application costs. Little research has examined the prevalence or contributions of parallel applications (application to residency in multiple specialties) to this growth.</p><p><strong>Method: </strong>A retrospective analysis of Electronic Residency Application Service data provided by the Association of American Medical Colleges was conducted. The percentage of applicants applying to ≥ 1 specialty, mean number of specialties applied, number of submitted applications, and percentage of applicants to each specialty who were parallel applying were determined. MD, DO, and international (U.S. international medical graduate [IMG] and IMG) applicants were included.</p><p><strong>Results: </strong>The sample contained 586,246 applicant records from 459,704 unique applicants. The percentage of applicants who parallel applied decreased from 41.3% to 35.4% between 2009 and 2021. DO applicants were the only group for whom the percentage parallel applying increased (30.6% vs 32.1%). IMG (60.4% vs 49.1%) or USIMG applicants (69.6% vs 63.1%) were groups with the greatest percentage of applicants parallel applying each year (2009-2021). The mean number of specialties applied to when parallel applying also decreased from 2.96 in 2009 to 2.79 in 2021, overall. Between 2009 and 2021, mean number of applications increased for all applicant types among both single-specialty applicant and parallel-applying applicants. Among applicants who were single-specialty applying, mean number of applications grew from 38.6 in 2009 to 74.6 in 2021 and from 95.2 to 149.8 for parallel-applying applicants.</p><p><strong>Conclusions: </strong>All applicant groups experienced decreases in percentages parallel applying except for DO applicants. Parallel application appears to be common and slowly declining, and does not appear to significantly contribute to increasing numbers of applications per candidate. Efforts to control the growth of applications per applicant should continue to focus on applicants' numbers of applications submitted to each specialty.</p>","PeriodicalId":50929,"journal":{"name":"Academic Medicine","volume":" ","pages":"170-178"},"PeriodicalIF":5.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141749603","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-02-01Epub Date: 2024-10-18DOI: 10.1097/ACM.0000000000005902
David Sklar, Britani Javed
Abstract: During the COVID-19 pandemic, resident unions proliferated. While unionization resulted in increased compensation and benefits, the process of union negotiations may have created adversarial relationships between residents and their institutions' leadership, whom residents depend on for supervision and the development of clinical expertise. Such adversarial relationships could affect the learning environment, which is critical to the delivery of high-quality care. In this commentary, the authors suggest that academic medical centers should offer residents an authentic seat at the institutional care delivery leadership table, ensuring residents' full participation in key organizational decisions. Doing so represents an alternative to unionization, with its potentially adversarial relationships, while still achieving a key goal of residents-to be included in the decisions that affect them and the care they provide. In this way, residents can use their unique understanding of the institutions' strengths and weaknesses to improve the quality of patient care and the learning environment. Such engagement can also help residents achieve competence in systems-based practice and provide a vital link between institutions and the patients and community they serve through health policy and advocacy activities.
{"title":"Resident Unions: Why Now and Will They Change Medical Education and Health Care?","authors":"David Sklar, Britani Javed","doi":"10.1097/ACM.0000000000005902","DOIUrl":"10.1097/ACM.0000000000005902","url":null,"abstract":"<p><strong>Abstract: </strong>During the COVID-19 pandemic, resident unions proliferated. While unionization resulted in increased compensation and benefits, the process of union negotiations may have created adversarial relationships between residents and their institutions' leadership, whom residents depend on for supervision and the development of clinical expertise. Such adversarial relationships could affect the learning environment, which is critical to the delivery of high-quality care. In this commentary, the authors suggest that academic medical centers should offer residents an authentic seat at the institutional care delivery leadership table, ensuring residents' full participation in key organizational decisions. Doing so represents an alternative to unionization, with its potentially adversarial relationships, while still achieving a key goal of residents-to be included in the decisions that affect them and the care they provide. In this way, residents can use their unique understanding of the institutions' strengths and weaknesses to improve the quality of patient care and the learning environment. Such engagement can also help residents achieve competence in systems-based practice and provide a vital link between institutions and the patients and community they serve through health policy and advocacy activities.</p>","PeriodicalId":50929,"journal":{"name":"Academic Medicine","volume":" ","pages":"123-126"},"PeriodicalIF":5.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142479925","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-02-01Epub Date: 2024-10-31DOI: 10.1097/ACM.0000000000005908
Robert Jay, John Sandars, Rakesh Patel, Jo Leonardi-Bee, Yasmin Ackbarally, Soham Bandyopadhyay, Dabean Faraj, Mary O'Hanlon, Jeremy Brown, Emma Wilson
Purpose: Virtual patients (VPs) are increasingly used in health care professions education to support clinical reasoning (CR) development. However, the extent to which feedback is given across CR components is unknown, and guidance is lacking on how VPs can optimize CR development. This systematic review sought to identify how VPs provide feedback on CR.
Method: Seven databases (MEDLINE, EMBASE, CINAHL, ERIC, PsycINFO, Scopus, and ProQuest Dissertations) were searched in March 2023 using terms (e.g., medical education , virtual patient , case-based learning , computer simulation ) adapted from a previous systematic review. All studies describing VP use for developing CR in medical professionals and provided feedback on at least 1 CR component were retrieved. Screening, data extraction, and quality assessment were performed. Narrative synthesis was performed to describe the approaches used to measure and provide feedback on CR.
Results: A total of 6,526 results were identified from searches, of which 72 met the criteria, but only 35 full-text articles were analyzed because the reporting of interventions in abstracts (n = 37) was insufficient. The most common CR components developed by VPs were leading diagnosis (23 [65.7%]), management or treatment plan (23 [65.7%]), and information gathering (21 [60%]). The CR components were explored by various approaches, from predefined questions to free text and concept maps.
Conclusions: Studies describing VP use for giving CR feedback have mainly focused on easy-to-assess CR components, whereas few studies have described VPs designed for assessing CR components, such as problem representation, hypothesis generation, and diagnostic justification. Despite feedback being essential for learning, few VPs provided information on the learner's use of self-regulated learning processes. Educators designing or selecting VPs for CR use must consider the needs of learner groups and how different CR components can be explored and should make the instructional design of VPs explicit in published work.
{"title":"The Use of Virtual Patients to Provide Feedback on Clinical Reasoning: A Systematic Review.","authors":"Robert Jay, John Sandars, Rakesh Patel, Jo Leonardi-Bee, Yasmin Ackbarally, Soham Bandyopadhyay, Dabean Faraj, Mary O'Hanlon, Jeremy Brown, Emma Wilson","doi":"10.1097/ACM.0000000000005908","DOIUrl":"10.1097/ACM.0000000000005908","url":null,"abstract":"<p><strong>Purpose: </strong>Virtual patients (VPs) are increasingly used in health care professions education to support clinical reasoning (CR) development. However, the extent to which feedback is given across CR components is unknown, and guidance is lacking on how VPs can optimize CR development. This systematic review sought to identify how VPs provide feedback on CR.</p><p><strong>Method: </strong>Seven databases (MEDLINE, EMBASE, CINAHL, ERIC, PsycINFO, Scopus, and ProQuest Dissertations) were searched in March 2023 using terms (e.g., medical education , virtual patient , case-based learning , computer simulation ) adapted from a previous systematic review. All studies describing VP use for developing CR in medical professionals and provided feedback on at least 1 CR component were retrieved. Screening, data extraction, and quality assessment were performed. Narrative synthesis was performed to describe the approaches used to measure and provide feedback on CR.</p><p><strong>Results: </strong>A total of 6,526 results were identified from searches, of which 72 met the criteria, but only 35 full-text articles were analyzed because the reporting of interventions in abstracts (n = 37) was insufficient. The most common CR components developed by VPs were leading diagnosis (23 [65.7%]), management or treatment plan (23 [65.7%]), and information gathering (21 [60%]). The CR components were explored by various approaches, from predefined questions to free text and concept maps.</p><p><strong>Conclusions: </strong>Studies describing VP use for giving CR feedback have mainly focused on easy-to-assess CR components, whereas few studies have described VPs designed for assessing CR components, such as problem representation, hypothesis generation, and diagnostic justification. Despite feedback being essential for learning, few VPs provided information on the learner's use of self-regulated learning processes. Educators designing or selecting VPs for CR use must consider the needs of learner groups and how different CR components can be explored and should make the instructional design of VPs explicit in published work.</p>","PeriodicalId":50929,"journal":{"name":"Academic Medicine","volume":" ","pages":"229-238"},"PeriodicalIF":5.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142559326","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Purpose: This study examines the gaps in early career physician readiness for independent practice after graduating from their final graduate medical education (GME) program.
Method: The authors conducted a literature search of 4 online databases (PubMed, Scopus, Health Business Elite, and Education Resources Information Center) using the following terms: population terms ( GME, fellow, resident , and others), early career terms ( onboarding, hiring, early career, ready , and others), readiness terms ( readiness, preparedness, knowledge, skills, competence ), and independence terms ( attending, physician, independent practice ). The databases were searched on March 12, 2024, for articles that explored GME graduate gaps in readiness for independent practice; assessment tools, curricula, or curricular need aimed at gaps in early career physician readiness; or an area where GME graduates need more knowledge and skills. They extracted specific gaps in preparedness and categorized them using existing competency frameworks.
Results: The search returned 116 articles addressing gaps in preparedness for independent practice among recent GME graduates. Surgery yielded more articles than any other specialty (43 [37%]). Overall, 192 individual gaps were extracted; the greatest number of gaps came from patient care (75 [39%]) followed by personal and professional development (44 [23%]). The most frequently identified gaps were procedural independence (10 occurrences), practice management (9 occurrences), and billing (7 occurrences).
Conclusions: Despite advances in GME, learners still struggle when transitioning to independent practice. Personal and professional development is a useful categorization for many gaps and should be considered for inclusion as a GME competency. Systematic assessment of new-to-practice attendings could help stakeholders better understand the true outcomes of GME programs. Concerted investment by specialty societies may drive greater understanding and innovative solutions. Additional study could help address the challenges in the GME-to-practice transition.
{"title":"Transition From Graduate Medical Education to Independent Practice: A Scoping Review.","authors":"Jillian Zavodnick, Abby Adamczyk, Gretchen Diemer, Timothy Kuchera, Nia Leonard, Rebecca Jaffe","doi":"10.1097/ACM.0000000000005888","DOIUrl":"10.1097/ACM.0000000000005888","url":null,"abstract":"<p><strong>Purpose: </strong>This study examines the gaps in early career physician readiness for independent practice after graduating from their final graduate medical education (GME) program.</p><p><strong>Method: </strong>The authors conducted a literature search of 4 online databases (PubMed, Scopus, Health Business Elite, and Education Resources Information Center) using the following terms: population terms ( GME, fellow, resident , and others), early career terms ( onboarding, hiring, early career, ready , and others), readiness terms ( readiness, preparedness, knowledge, skills, competence ), and independence terms ( attending, physician, independent practice ). The databases were searched on March 12, 2024, for articles that explored GME graduate gaps in readiness for independent practice; assessment tools, curricula, or curricular need aimed at gaps in early career physician readiness; or an area where GME graduates need more knowledge and skills. They extracted specific gaps in preparedness and categorized them using existing competency frameworks.</p><p><strong>Results: </strong>The search returned 116 articles addressing gaps in preparedness for independent practice among recent GME graduates. Surgery yielded more articles than any other specialty (43 [37%]). Overall, 192 individual gaps were extracted; the greatest number of gaps came from patient care (75 [39%]) followed by personal and professional development (44 [23%]). The most frequently identified gaps were procedural independence (10 occurrences), practice management (9 occurrences), and billing (7 occurrences).</p><p><strong>Conclusions: </strong>Despite advances in GME, learners still struggle when transitioning to independent practice. Personal and professional development is a useful categorization for many gaps and should be considered for inclusion as a GME competency. Systematic assessment of new-to-practice attendings could help stakeholders better understand the true outcomes of GME programs. Concerted investment by specialty societies may drive greater understanding and innovative solutions. Additional study could help address the challenges in the GME-to-practice transition.</p>","PeriodicalId":50929,"journal":{"name":"Academic Medicine","volume":" ","pages":"239-247"},"PeriodicalIF":5.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142331865","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-02-01Epub Date: 2024-11-29DOI: 10.1097/ACM.0000000000005937
Adam Rodman, Nicholas M Mark, Anthony R Artino, Juan N Lessing
Large Language Models (LLMs) are a type of generative artificial intelligence (AI) that produce realistic-sounding language in response to text prompts, giving AI the capability to simulate human discourse in various domains, including medical education.1 The pace of technological advancement is staggering, which comes with promise and peril. This Last Page summarizes some potential LLM uses in medical education.2 However, AI is rapidly advancing, and these uses will likely evolve as well.
{"title":"Using Generative Artificial Intelligence in Medical Education.","authors":"Adam Rodman, Nicholas M Mark, Anthony R Artino, Juan N Lessing","doi":"10.1097/ACM.0000000000005937","DOIUrl":"10.1097/ACM.0000000000005937","url":null,"abstract":"<p><p>Large Language Models (LLMs) are a type of generative artificial intelligence (AI) that produce realistic-sounding language in response to text prompts, giving AI the capability to simulate human discourse in various domains, including medical education.1 The pace of technological advancement is staggering, which comes with promise and peril. This Last Page summarizes some potential LLM uses in medical education.2 However, AI is rapidly advancing, and these uses will likely evolve as well.</p>","PeriodicalId":50929,"journal":{"name":"Academic Medicine","volume":" ","pages":"250"},"PeriodicalIF":5.3,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142774404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"教育学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}