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2.
JAMA Netw Open ; 7(5): e2410127, 2024 May 01.
Article En | MEDLINE | ID: mdl-38713464

Importance: Board certification can have broad implications for candidates' career trajectories, and prior research has found sociodemographic disparities in pass rates. Barriers in the format and administration of the oral board examinations may disproportionately affect certain candidates. Objective: To characterize oral certifying examination policies and practices of the 16 Accreditation Council for Graduate Medical Education (ACGME)-accredited specialties that require oral examinations. Design, Setting, and Participants: This cross-sectional study was conducted from March 1 to April 15, 2023, using data on oral examination practices and policies (examination format, dates, and setting; lactation accommodations; and accommodations for military deployment, family emergency, or medical leave) as well as the gender composition of the specialties' boards of directors obtained from websites, telephone calls and email correspondence with certifying specialists. The percentages of female residents and residents of racial and ethnic backgrounds who are historically underrepresented in medicine (URM) in each specialty as of December 31, 2021, were obtained from the Graduate Medical Education 2021 to 2022 report. Main Outcome and Measures: For each specialty, accommodation scores were measured by a modified objective scoring system (score range: 1-13, with higher scores indicating more accommodations). Poisson regression was used to assess the association between accommodation score and the diversity of residents in that specialty, as measured by the percentages of female and URM residents. Linear regression was used to assess whether gender diversity of a specialty's board of directors was associated with accommodation scores. Results: Included in the analysis were 16 specialties with a total of 46 027 residents (26 533 males [57.6%]) and 233 members of boards of directors (152 males [65.2%]). The mean (SD) total accommodation score was 8.28 (3.79), and the median (IQR) score was 9.25 (5.00-12.00). No association was found between test accommodation score and the percentage of female or URM residents. However, for each 1-point increase in the test accommodation score, the relative risk that a resident was female was 1.05 (95% CI, 0.96-1.16), and the relative risk that an individual was a URM resident was 1.04 (95% CI, 1.00-1.07). An association was found between the percentage of female board members and the accommodation score: for each 10% increase in the percentage of board members who were female, the accommodation score increased by 1.20 points (95% CI, 0.23-2.16 points; P = .03). Conclusions and Relevance: This cross-sectional study found considerable variability in oral board examination accommodations among ACGME-accredited specialties, highlighting opportunities for improvement and standardization. Promoting diversity in leadership bodies may lead to greater accommodations for examinees in extenuating circumstances.


Certification , Humans , Cross-Sectional Studies , Female , Male , Certification/statistics & numerical data , United States , Specialty Boards/statistics & numerical data , Educational Measurement/statistics & numerical data , Educational Measurement/methods , Education, Medical, Graduate/statistics & numerical data , Medicine/statistics & numerical data , Adult
3.
Fam Med Community Health ; 12(Suppl 1)2024 May 28.
Article En | MEDLINE | ID: mdl-38806403

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


Certification , Canada , Humans , Educational Measurement/methods , Physicians, Family/education , Clinical Competence , Family Practice/education
6.
J Perinat Neonatal Nurs ; 38(2): 113-116, 2024.
Article En | MEDLINE | ID: mdl-38758262

The American College of Nurse-Midwives (ACNM) represents certified nurse-midwives (CNMs) and certified midwives (CMs) who are graduate-prepared advanced practice providers. They attend educational programs accredited by the American Commission for Midwifery Education (ACME) and are certified by the American Midwifery Certification Board (AMCB). Their scope of practice as defined by ACNM includes primary care, reproductive services beginning with menarche through menopause, gender-affirming services, contraception, abortion, prenatal, birth, postpartum, and care of the newborn. CNMs/CMs attend 10.9% of US births, but other high-income countries have the reverse proportion of midwives to obstetricians. The CNM/CM workforce is growing, but retirements and attrition slow the growth. Research demonstrates good outcomes from care provided by midwives, and ACNM's primary goal is to expand the midwifery workforce and increase consumer access to midwifery care to mitigate the persistent rise in maternal mortality and morbidity. Barriers to workforce expansion include restricted practice at the state level, inability to expand the number of seats in education programs due to lack of clinical preceptors, and a lack of diversity in the workforce. Strategies to address these barriers may allow the workforce to grow, increasing access to high-quality, equitable sexual and reproductive care for people in the United States.


Midwifery , Nurse Midwives , Humans , United States , Midwifery/education , Female , Nurse Midwives/education , Pregnancy , Certification , Nurse's Role , Workforce
8.
J Am Board Fam Med ; 37(2): 279-289, 2024.
Article En | MEDLINE | ID: mdl-38740475

BACKGROUND: The potential for machine learning (ML) to enhance the efficiency of medical specialty boards has not been explored. We applied unsupervised ML to identify archetypes among American Board of Family Medicine (ABFM) Diplomates regarding their practice characteristics and motivations for participating in continuing certification, then examined associations between motivation patterns and key recertification outcomes. METHODS: Diplomates responding to the 2017 to 2021 ABFM Family Medicine continuing certification examination surveys selected motivations for choosing to continue certification. We used Chi-squared tests to examine difference proportions of Diplomates failing their first recertification examination attempt who endorsed different motivations for maintaining certification. Unsupervised ML techniques were applied to generate clusters of physicians with similar practice characteristics and motivations for recertifying. Controlling for physician demographic variables, we used logistic regression to examine the effect of motivation clusters on recertification examination success and validated the ML clusters by comparison with a previously created classification schema developed by experts. RESULTS: ML clusters largely recapitulated the intrinsic/extrinsic framework devised by experts previously. However, the identified clusters achieved a more equal partitioning of Diplomates into homogenous groups. In both ML and human clusters, physicians with mainly extrinsic or mixed motivations had lower rates of examination failure than those who were intrinsically motivated. DISCUSSION: This study demonstrates the feasibility of using ML to supplement and enhance human interpretation of board certification data. We discuss implications of this demonstration study for the interaction between specialty boards and physician Diplomates.


Certification , Family Practice , Machine Learning , Motivation , Specialty Boards , Humans , Family Practice/education , Male , Female , United States , Adult , Education, Medical, Continuing , Middle Aged , Surveys and Questionnaires , Educational Measurement/methods , Educational Measurement/statistics & numerical data , Clinical Competence
9.
J Cancer Res Clin Oncol ; 150(5): 250, 2024 May 10.
Article En | MEDLINE | ID: mdl-38727842

PURPOSE: In 2018, the first guideline-based quality indicators (QI) for vulvar cancer were implemented in the data-sheets of certified gynaecological cancer centres. The certification process includes guideline-based QIs as a fundamental component. These indicators are specifically designed to evaluate the level of care provided within the centres. This article aims to give an overview of the developing process of guideline based-QIs for women with vulvar cancer and presents the QIs results from the certified gynaecological cancer centres. METHODS: The QIs were derived in a standardized multiple step process during the update of the 2015 S2k guideline "Diagnosis, Therapy, and Follow-Up Care of Vulvar Cancer and its Precursors" (registry-number: no. 015/059) and are based on strong recommendations. RESULTS: In total, there are eight guideline-based QIs for vulvar cancer. Four QIs are part of the certification process. In the treatment year 2021, 2.466 cases of vulvar cancer were treated in 177 centres. The target values in the centres for pathology reports on tumour resection and lymphadenectomy as well as sentinel lymph nodes have increased since the beginning of the certification process and have been above 90% over the past three treatment years (2019-2021). DISCUSSION: QIs based on strong guideline recommendations, play a crucial role in measuring and allowing to quantify essential aspects of patient care. By utilizing QIs, centres are able to identify areas for process optimization and draw informed conclusions. Over the years the quality of treatment of vulvar cancer patients measured by the QIs was improved. The certification system is continuously reviewed to enhance patient care even further by using the outcomes from QIs revaluation.


Quality Indicators, Health Care , Vulvar Neoplasms , Female , Humans , Vulvar Neoplasms/therapy , Vulvar Neoplasms/diagnosis , Quality Indicators, Health Care/standards , Germany , Certification/standards , Cancer Care Facilities/standards , Practice Guidelines as Topic/standards
10.
Environ Sci Pollut Res Int ; 31(24): 35442-35454, 2024 May.
Article En | MEDLINE | ID: mdl-38727969

The issue of energy holds significant implications for nations heavily reliant on it, such as Turkey. In recent times, legislative measures, including the Energy Efficiency Law and the Energy Performance Regulation of Buildings, have been enacted in Turkey. Despite the implementation of the Energy Performance Certificate for buildings, the absence of a national green building certification system remains conspicuous. To address this gap, an examination of globally recognized certification systems and relevant components concerning land management, pertinent to Turkey's context, was undertaken. This involved a comprehensive literature review to establish the foundation for survey inquiries. Subsequently, interviews were conducted with subject matter experts in Turkey to glean valuable insights and perspectives. Utilizing the Analytic Hierarchy Process (AHP) methodology, the responses from these experts were collated and analyzed to delineate the criteria and sub-criteria germane to land management. This study delves into the discourse surrounding the establishment of a green building certification system within Turkey, specifically within the domain of land management, a sector of paramount importance, particularly within the purview of survey engineering. Through a structured survey, the criteria pertinent to land management were identified and subjected to rigorous analysis. Furthermore, the sub-criteria within the land management category were delineated, and their respective weights were computed, thereby providing a comprehensive framework for the envisioned green building certification system in Turkey.


Conservation of Natural Resources , Turkey , Certification
13.
Semin Musculoskelet Radiol ; 28(3): 352-355, 2024 Jun.
Article En | MEDLINE | ID: mdl-38768599

As per recommendations from the European Society of Radiology and the European Union of Medical Specialists, upon completion of level 3 radiology training, an objective assessment of the attained standards, aligned with national customs and practices, should take place. A subspecialty exam should ideally be an integral part of the training completion process. Among 10 of 13 European subspecialty societies currently offering a European subspecialty diploma, the European Society of Musculoskeletal Radiology (ESSR) diploma program was formally introduced by the ESSR in 2003. This article describes the evolution of the ESSR diploma, encompassing the current diploma program, validation procedures, endorsements, and future perspectives. Additionally, insights from a brief survey among ESSR diploma holders is shared, offering valuable tips for prospective candidates aiming to navigate the examination process successfully.


Radiology , Humans , Radiology/education , Europe , Education, Medical, Graduate/methods , Societies, Medical , Musculoskeletal Diseases/diagnostic imaging , Certification/methods , Clinical Competence , Educational Measurement/methods
14.
Rev Col Bras Cir ; 51: e20243750EDIT01, 2024.
Article En, Pt | MEDLINE | ID: mdl-38747885

Medical societies must maintain high standards of competence and quality when awarding specialist titles, defining the certification criteria, taking into account the needs and realities of the health system and medical practice.


Societies, Medical , Societies, Medical/standards , Certification/standards , Specialization , Humans , Clinical Competence/standards , Brazil
17.
Nature ; 628(8008): 563-568, 2024 Apr.
Article En | MEDLINE | ID: mdl-38600379

More than a quarter of the world's tropical forests are exploited for timber1. Logging impacts biodiversity in these ecosystems, primarily through the creation of forest roads that facilitate hunting for wildlife over extensive areas. Forest management certification schemes such as the Forest Stewardship Council (FSC) are expected to mitigate impacts on biodiversity, but so far very little is known about the effectiveness of FSC certification because of research design challenges, predominantly limited sample sizes2,3. Here we provide this evidence by using 1.3 million camera-trap photos of 55 mammal species in 14 logging concessions in western equatorial Africa. We observed higher mammal encounter rates in FSC-certified than in non-FSC logging concessions. The effect was most pronounced for species weighing more than 10 kg and for species of high conservation priority such as the critically endangered forest elephant and western lowland gorilla. Across the whole mammal community, non-FSC concessions contained proportionally more rodents and other small species than did FSC-certified concessions. The first priority for species protection should be to maintain unlogged forests with effective law enforcement, but for logged forests our findings provide convincing data that FSC-certified forest management is less damaging to the mammal community than is non-FSC forest management. This study provides strong evidence that FSC-certified forest management or equivalently stringent requirements and controlling mechanisms should become the norm for timber extraction to avoid half-empty forests dominated by rodents and other small species.


Certification , Forestry , Forests , Mammals , Animals , Africa, Western , Biodiversity , Body Weight , Conservation of Natural Resources/legislation & jurisprudence , Conservation of Natural Resources/methods , Elephants , Forestry/legislation & jurisprudence , Forestry/methods , Forestry/standards , Gorilla gorilla , Mammals/anatomy & histology , Mammals/classification , Mammals/physiology , Photography , Rodentia , Male , Female
20.
Dermatologie (Heidelb) ; 75(5): 400-403, 2024 May.
Article De | MEDLINE | ID: mdl-38639768

Social medicine is the medical field that specializes in relationships between health, disease, and society. The goal of social medical care should be to enable functioning and participation in all areas of life as much as possible. Social medicine can be understood as a bridge between individual health care and public health and to other medical specialties. Expertise in social medicine is also helpful for dermatology and in daily clinical practice. This article presents the specialization "social medicine" in Germany.


Social Medicine , Germany , Humans , Dermatology/organization & administration , Specialization , Certification
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