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1.
Cell Stem Cell ; 31(4): 467-483.e6, 2024 Apr 04.
Artigo em Inglês | MEDLINE | ID: mdl-38537631

RESUMO

Brain injury is highly associated with preterm birth. Complications of prematurity, including spontaneous or necrotizing enterocolitis (NEC)-associated intestinal perforations, are linked to lifelong neurologic impairment, yet the mechanisms are poorly understood. Early diagnosis of preterm brain injuries remains a significant challenge. Here, we identified subventricular zone echogenicity (SVE) on cranial ultrasound in preterm infants following intestinal perforations. The development of SVE was significantly associated with motor impairment at 2 years. SVE was replicated in a neonatal mouse model of intestinal perforation. Examination of the murine echogenic subventricular zone (SVZ) revealed NLRP3-inflammasome assembly in multiciliated FoxJ1+ ependymal cells and a loss of the ependymal border in this postnatal stem cell niche. These data suggest a mechanism of preterm brain injury localized to the SVZ that has not been adequately considered. Ultrasound detection of SVE may serve as an early biomarker for neurodevelopmental impairment after inflammatory disease in preterm infants.


Assuntos
Lesões Encefálicas , Perfuração Intestinal , Transtornos Motores , Nascimento Prematuro , Lactente , Feminino , Recém-Nascido , Humanos , Animais , Camundongos , Recém-Nascido Prematuro , Perfuração Intestinal/complicações , Ventrículos Laterais , Nicho de Células-Tronco , Transtornos Motores/complicações , Lesões Encefálicas/complicações , Lesões Encefálicas/diagnóstico por imagem
2.
Curr Probl Diagn Radiol ; 53(2): 239-242, 2024.
Artigo em Inglês | MEDLINE | ID: mdl-37891084

RESUMO

RATIONALE AND OBJECTIVES: Radiology remains underrepresented in U.S. medical school clinical curricula, and preconceived opinions about the field may impact whether students pursue elective exposure. A core radiology clerkship at one academic institution presents an opportunity to evaluate students' early preferences for different radiology subspecialties, thus informing curricular design and inspiring student recruitment. MATERIALS AND METHODS: At a single allopathic medical school, a required, four-week, clinical-year radiology clerkship that occurs in the second year includes immersive one-week experiences in two subspecialties. Prior to their clerkship, students rank their immersion preferences by distributing 100 points across eight fields, the values of which were analyzed as a proxy for interest. A secondary survey was distributed to active first- and second-year medical students to further investigate the factors drawing them to radiology. RESULTS: Immersive experiences in musculoskeletal, body, and breast imaging were most preferred, earning ≥20 points from 41.6 %, 34.3 %, and 31.9 % of students, respectively. Women were significantly more likely than men to express interest in breast imaging (35.8 % vs. 24.8 %, p = 0.037) and pediatric radiology (28.8 % vs. 12.8 %, p = 0.001). Men were significantly more likely than women to prefer body imaging (41.9 % vs. 30.2 %, p = 0.034), neuroradiology (29.1 % vs. 19.5 %, p = 0.048), and nuclear medicine (11.1 % vs. 5.1 %, p = 0.044). CONCLUSION: Early in their clinical education, medical students prefer certain subspecialties, especially musculoskeletal, body, and breast imaging. Women expressed significantly stronger interest in breast imaging and pediatric radiology, while men indicated significantly stronger interest in body imaging, neuroradiology, and nuclear medicine.


Assuntos
Estágio Clínico , Medicina Nuclear , Estudantes de Medicina , Masculino , Criança , Humanos , Feminino , Radiografia , Atitude , Currículo , Estágio Clínico/métodos
3.
J Am Coll Radiol ; 2023 Nov 03.
Artigo em Inglês | MEDLINE | ID: mdl-37922965

RESUMO

PURPOSE: Extracurricular activities (EAs) listed on radiology residency applications can signal traits and characteristics desired in holistic reviews. The authors conducted an objective analysis to determine the influence of EAs on resident selection decisions. METHODS: A discrete-choice experiment was designed to model radiology resident selection and determine the relative weights of EAs among academic and demographic application factors. Faculty members involved in resident selection at 30 US radiology programs chose between hypothetical pairs of applicant profiles between October 2021 and February 2022. Each applicant profile included one of 22 EAs chosen for study. A conditional logistic regression model assessed the relative weights of the attributes and odds ratios (ORs) were calculated. RESULTS: Two hundred forty-four participants completed the exercise. Community-service EAs were ranked most highly by participants. LGBTQ Pride Alliance (OR, 1.56; 95% confidence interval [CI], 1.14-2.15; P = .006) and Young Republicans (OR, 0.60; 95% CI, 0.43-0.82; P = .001) significantly influenced decisions. The highest ranked EAs were significantly preferred over the lowest ranked EAs (OR, 1.916; 95% CI, 1.671-2.197; P < .001). Participants preferred EAs that reflected active over passive engagement (OR, 1.154; 95% CI, 1.022-1.304; P = .021) and progressive over conservative ideology (OR, 1.280; 95% CI, 1.133-1.447; P < .001). Participants who ranked progressive EAs more highly preferred applicants with progressive EAs (P < .05 for all). CONCLUSIONS: The influence of EAs on resident selection decisions is significant and likely to gain importance in resident selection as medical student performance metrics are further eliminated. Applicants and selection committees should consider this influence and the bias that EAs can bring to resident selection decisions.

4.
J Am Coll Radiol ; 20(11): 1177-1187, 2023 11.
Artigo em Inglês | MEDLINE | ID: mdl-37634794

RESUMO

PURPOSE: The purpose of this study was to use a discrete-choice experiment to model the trade-offs evaluators make between academic attributes and demographics when the United States Medical Licensing Examination (USMLE) Step 1 switches to pass/fail. METHODS: A discrete-choice experiment was administered to faculty members from a geographically diverse mix of 14 academic and community radiology departments in the United States from August through November 2020. Reviewers reviewed 10 applicant pairs with numeric Step 1 scores (part 1) and 10 applicant pairs with a pass Step 1 result (part 2). Applicant attributes included medical school rank, gender, race/ethnicity, USMLE Step 1 score, USMLE Step 2 score, class rank, clerkship honors, and publications. Conditional logistic regression modeled the influence of attribute levels. RESULTS: Two hundred twelve evaluators completed the study (response rate 59%). The most influential attribute was Step 1 score in part 1 and medical school rank in part 2. The relative importance of race/ethnicity and gender decreased by 25% and 29%, respectively, when Step 1 switches to pass/fail. Evaluators weigh race/ethnicity the strongest when applicants have the same Step 1 score (preference weights of 0.85 for African American, 1.42 for Hispanic, and 0 for White and Asian applicants). Race/ethnicity is relatively more important when Step 1 scores are higher (preference weights of 1.58 for African American, 0.90 for Hispanic, and 0 for White and Asian applicants). CONCLUSIONS: The loss of numeric Step 1 scores reduced the residency evaluator preference for diversity. Reviewers prioritize underrepresented-in-medicine applicants when Step 1 scores are higher and comparable with White and Asian applicants.


Assuntos
Avaliação Educacional , Internato e Residência , Licenciamento , Medicina , Humanos , Negro ou Afro-Americano , Etnicidade , Hispânico ou Latino , Estados Unidos , Diversidade, Equidade, Inclusão
5.
Acad Radiol ; 30(11): 2769-2774, 2023 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-37290985

RESUMO

In the Dobbs decision the United States Supreme Court overturned Roe v. Wade, returning the issue of abortion to the states. To date, there is little published data on the impact this might have on where future residents choose to pursue graduate medical education. We investigated the potential effects of the resultant varied political landscape of abortion care access laws with respect to influence on the selection of prospective diagnostic radiology training programs by medical students, comparing application rates for the 2022 recruitment cycle to the prior 4 years across a geographically diverse group of 22 academic and community sites across the United States. We provide strategies for program directors to consider in dealing with topics related to this continually evolving issue as it pertains to resident recruitment and retention.

6.
J Am Coll Radiol ; 20(4): 446-451, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36682646

RESUMO

PURPOSE: The objective of this study was to determine differences in the reporting of performance data on medical student performance evaluations (MSPEs) by medical school ranking. METHODS: MSPEs from all US allopathic and osteopathic medical schools received by a single diagnostic radiology residency program during the 2021-2022 application cycle were retrospectively reviewed. Preclinical class and core clerkship grades were categorized as pass/fail or multitiered. Comparative summative assessments provided in the MSPEs were recorded. Medical schools were grouped by their US News & World Report rankings, and the proportion of reported performance metrics for each group was compared. RESULTS: Information from 95% of US allopathic medical schools (148 of 155) and 73% of osteopathic medical schools (27 of 37) was collected, on the basis of 1,046 applications received. For preclinical classes, multitiered grading was reported by no schools ranked in the top 10, 17% of schools ranked 11th to 50th, 52% of schools ranked 51st to 100th, and 59% of unranked schools (P < .001). For core clinical clerkships, multitiered grades were reported by 70% of the top 10 ranked schools, 90% of schools ranked 11th to 50th, 94% of those ranked 51st to 100th, and 94% of unranked schools (P = .0463). Comparative summative assessments were reported by none of the top 10 ranked schools, 56% of schools ranked 11th to 50th, 80% of those ranked 51th to 100th, and 81% of unranked schools (P < .001). CONCLUSIONS: Higher ranked medical schools are less likely to provide comparative assessment data on their MSPEs, which may disadvantage students from lower ranked medical schools.


Assuntos
Educação de Graduação em Medicina , Internato e Residência , Estudantes de Medicina , Humanos , Estados Unidos , Faculdades de Medicina , Avaliação Educacional , Estudos Retrospectivos
7.
J Am Coll Radiol ; 20(2): 268-275, 2023 02.
Artigo em Inglês | MEDLINE | ID: mdl-35792165

RESUMO

OBJECTIVE: To understand how women and historically underrepresented minority medical students perceive radiology as a potential career choice. METHODS: Medical students representing a broad spectrum of radiology exposure from a single institution were invited to participate in a mixed-methods study. Participants completed a 16-item survey about demographics and perceptions of radiology. Ten focus groups were administered to probe decision making regarding career selection. The themes influencing women and historically underrepresented minority students are presented. RESULTS: Forty-nine medical students, including 29 (59%) women and 17 (35%) underrepresented minorities, participated. Most participants (28 of 48, 58%) reported men outnumbered women in radiology. Female participants reported a lack of mentorship and role models as major concerns. Outreach efforts focused on the family-friendly nature of radiology were viewed as patronizing. Demographic improvements in the field were viewed as very slow. Forty-six percent (22 of 48) of participants indicated that radiology had a less underrepresented racial or ethnic workforce than other medical specialties. Minority participants especially noted a lack of radiology presence in mainstream media, so students have few preconceived biases. A failure to organically connect with the mostly White male radiologists because of a lack of shared background was a major barrier. Finally, participants described a hidden curriculum that pushes minority medical students away from specialty fields like radiology and toward primary care fields to address underserved communities and health care disparities. DISCUSSION: Women and historically underrepresented minority medical students perceive major barriers to choosing a career in radiology. Radiology departments must develop sophisticated multilevel approaches to improve diversity.


Assuntos
Radiologia , Estudantes de Medicina , Humanos , Masculino , Feminino , Grupos Minoritários , Escolha da Profissão , Radiologia/educação , Currículo , Demografia
9.
J Am Coll Radiol ; 19(10): 1088-1097, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-35973651

RESUMO

PURPOSE: The aim of this study was to test whether patient and radiologist demographics influence perceptions of screening mammography reports and the interpreting radiologist. METHODS: Patients presenting for breast imaging were surveyed. Demographics were collected, and each participant was shown five mock screening mammography reports with BI-RADS category 2 findings, each with a recommendation for 1-year screening. Each report included a picture of the interpreting radiologist, who was Black or White and male or female. Participants answered seven questions, on a Likert-type scale, about understanding, satisfaction, and trust in the report and radiologist. Generalized estimating equation ordinal logistic regression compared responses on the basis of participant and radiologist demographics. RESULTS: A total of 178 women participated, with a mean age of 55.1 ± 10.2 years. Most participants self-identified as White (71%) or Black (20%) and non-Hispanic (98%), with broad educational representation (28% with bachelor's degrees and 28% with master's degrees). After controlling for demographics, Black participants reported greater agreement regarding trust in the report's finding (P = .037) if the radiologist was also Black. Black participants were less likely to be satisfied in the report quality (P = .043). Additionally, participants without any college education reported lower agreement that they were satisfied with the report quality (P = .020) and felt the radiologist cares about his or her patients (P = .037). There were no significant associations for radiologist sex or participant age. CONCLUSIONS: Participant perceptions of screening mammography reports and the interpreting radiologist can be influenced by participant and provider race as well as participant education. These findings could have implications for mammography adherence, breast radiologist recruitment, and developing patient-centric reports.


Assuntos
Neoplasias da Mama , Mamografia , Adulto , Idoso , Neoplasias da Mama/diagnóstico por imagem , Demografia , Detecção Precoce de Câncer , Feminino , Humanos , Masculino , Mamografia/métodos , Programas de Rastreamento , Pessoa de Meia-Idade , Radiologistas
10.
Med Educ ; 56(9): 875-877, 2022 09.
Artigo em Inglês | MEDLINE | ID: mdl-35726634
12.
Acad Radiol ; 29(10): 1595-1607, 2022 10.
Artigo em Inglês | MEDLINE | ID: mdl-34802903

RESUMO

RATIONALE AND OBJECTIVES: The recent completion of the inaugural virtual interview season has triggered calls for the permanency of virtual interviews in the radiology resident selection process. We designed a study to assess the inaugural 2020-2021 virtual interview season and inform the anticipated debate on the future of radiology residency interviews. MATERIALS AND METHODS: Forty-four and 39-question survey instruments developed for program directors (PDs) and applicants, respectively, were distributed through the Radiology Residency Education Research Alliance to measure the demographics, experiences with technology, attitudes toward the virtual interview season and attitudes about proposed changes to the interview process. Comparisons were made between demographics and survey queries. RESULTS: PD and applicant response rates were 74% (25/34) and 45% (84/186), respectively. Eighty percent (20/25) of PDs and 76% (64/84) of applicants described the virtual interview season as excellent or very good. Sixty percent of PDs agreed or strongly agreed with the statement "The benefits of the virtual interview season outweighed the drawbacks," while 24% disagreed or strongly disagreed, and 16% were neutral. Among applicants, 80% agreed or strongly agreed, 10% disagreed or strongly disagreed, and 10% were neutral toward the same statement. Ninety-two percent of PDs noted that their rank order list performed the same or better than in years prior. Both PDs and applicants identified applicant equity and wellness as major benefits of virtual interviews, while identifying over-application and interview hoarding as significant detriments. CONCLUSION: The virtual interview provides an adequate substitute for the conventional in-person residency interview, with real and perceived benefits to applicant wellness, equity, and financial well-being. The downsides of virtual interviews, namely over-application and interview hoarding, have workable solutions.


Assuntos
Internato e Residência , Radiologia , Humanos , Radiografia , Inquéritos e Questionários
13.
Acad Radiol ; 29(7): 1091-1094, 2022 07.
Artigo em Inglês | MEDLINE | ID: mdl-34172348

RESUMO

Deception is a common feature of behavioral research design, although not commonly employed in the medical literature. It can promote scientific validity but is ethically controversial because it compromises subject autonomy and incurs additional costs.  In this Point/Counterpoint monograph, we review the nature of deception in research and present arguments for and against its ethical use as a research methodology in behavioral studies.  We describe the necessary guidelines, safeguards, and oversight, when deceptive methodology is considered, and report our experiences and lessons learned from conducting a multi-institutional audit study that relied upon deception of academic radiology faculty.


Assuntos
Pesquisa Biomédica , Educação Médica , Pesquisa Comportamental , Enganação , Humanos
14.
Acad Radiol ; 29(7): 1108-1115, 2022 07.
Artigo em Inglês | MEDLINE | ID: mdl-34563441

RESUMO

RATIONALE AND OBJECTIVES: Limited exposure to radiology by medical students can perpetuate negative stereotypes and hamper recruitment efforts. The purpose of this study is to understand medical students' perceptions of radiology and how they change based on medical education and exposure. MATERIALS AND METHODS: A single-institution mixed-methods study included four groups of medical students with different levels of radiology exposure. All participants completed a 16-item survey regarding demographics, opinions of radiology, and perception of radiology stereotypes. Ten focus groups were administered to probe perceptions of radiology. Focus groups were coded to identify specific themes in conjunction with the survey results. RESULTS: Forty-nine participants were included. Forty-two percent of participants had positive opinions of radiology. Multiple radiology stereotypes were identified, and false stereotypes were diminished with increased radiology exposure. Opinions of the impact of artificial intelligence on radiology closely aligned with positive or negative views of the field overall. Multiple barriers to applying for a radiology residency position were identified including board scores and lack of mentorship. COVID-19 did not affect perceptions of radiology. There was broad agreement that students do not enter medical school with many preconceived notions of radiology, but that subsequent exposure was generally positive. Exposure both solidified and eliminated various stereotypes. Finally, there was general agreement that radiology is integral to the health system with broad exposure on all services. CONCLUSION: Medical student perceptions of radiology are notably influenced by exposure and radiology programs should take active steps to engage in medical student education.


Assuntos
COVID-19 , Radiologia , Estudantes de Medicina , Inteligência Artificial , Hospitais , Humanos , Radiologia/educação
15.
J Am Coll Radiol ; 18(11): 1572-1580, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34332914

RESUMO

OBJECTIVES: Reporting of United States Medical Licensing Examination Step 1 results will transition from a numerical score to a pass or fail result. We sought an objective analysis to determine changes in the relative importance of resident application attributes when numerical Step 1 results are replaced. METHODS: A discrete choice experiment was designed to model radiology resident selection and determine the relative weights of various application factors when paired with a numerical or pass or fail Step 1 result. Faculty involved in resident selection at 14 US radiology programs chose between hypothetical pairs of applicant profiles between August and November 2020. A conditional logistic regression model assessed the relative weights of the attributes, and odds ratios (ORs) were calculated. RESULTS: There were 212 participants. When a numerical Step 1 score was provided, the most influential attributes were medical school (OR: 2.35, 95% confidence interval [CI]: 2.07-2.67), Black or Hispanic race or ethnicity (OR: 2.04, 95% CI: 1.79-2.38), and Step 1 score (OR: 1.8, 95% CI: 1.69-1.95). When Step 1 was reported as pass, the applicant's medical school grew in influence (OR: 2.78, 95% CI: 2.42-3.18), and there was a significant increase in influence of Step 2 scores (OR: 1.31, 95% CI: 1.23-1.40 versus OR 1.57, 95% CI: 1.46-1.69). There was little change in the relative influence of race or ethnicity, gender, class rank, or clerkship honors. DISCUSSION: When Step 1 reporting transitions to pass or fail, medical school prestige gains outsized influence and Step 2 scores partly fill the gap left by Step 1 examination as a single metric of decisive importance in application decisions.


Assuntos
Internato e Residência , Radiologia , Avaliação Educacional , Humanos , Licenciamento , Radiologia/educação , Faculdades de Medicina , Estados Unidos
16.
J Am Coll Radiol ; 18(1 Pt B): 161-165, 2021 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-33413893

RESUMO

Widespread implementation of the Implicit Association Test has revealed that most doctors, and many radiologists, hold implicit racial bias. Because implicit bias is thought to drive discrimination, it has emerged as a primary explanation for radiology's ongoing racial disparity. In this critical review of the literature, which includes empirical studies of radiology resident selection, the authors argue that implicit bias is a universal human instinctual characteristic, but one that humans have the capacity to override through more deliberative thought processes. Overstating the validity of the Implicit Association Test, and the role of implicit bias in causing radiology's racial disparities, is unwarranted, unhelpful, and potentially distracting from addressing actual causes and real solutions.


Assuntos
Médicos , Racismo , Atitude do Pessoal de Saúde , Humanos , Estudos Longitudinais , Grupos Raciais
17.
J Pediatr Hematol Oncol ; 43(2): e276-e279, 2021 03 01.
Artigo em Inglês | MEDLINE | ID: mdl-32079988

RESUMO

Cystic angiomatosis (CA) is a rare disease characterized by the proliferation of vascular and lymphatic channels lined by a single layer of endothelial cells. CA may present with isolated skeletal or visceral disease. There is no consensus for the standard of care in these patients, and diverse regimens for CA have been reported, including observation, surgery, radiation, and a variety of medical therapies. We present a case of multifocal, isolated skeletal CA, treated with close observation alone and review the literature. We suggest that these cases may be safely followed without intervention and may be stable for prolonged periods of time.


Assuntos
Angiomatose/diagnóstico , Doenças Assintomáticas , Doenças Ósseas/diagnóstico , Cistos/diagnóstico , Criança , Feminino , Humanos , Prognóstico
19.
Med Educ ; 54(7): 637-642, 2020 07.
Artigo em Inglês | MEDLINE | ID: mdl-32119145

RESUMO

OBJECTIVES: Implicit bias is common and is thought to drive discriminatory behaviour. Having previously demonstrated discrimination against specific applicant demographics by academic radiology departments in a simulated resident selection process, the authors sought to better understand the relationship between implicit bias and discrimination, as well as the potential and mechanisms for their mitigation. METHODS: A total of 51 faculty reviewers at three academic radiology departments, who had participated in a 2017 audit study in which they were shown to treat applicants differently based on race or ethnicity and physical appearance, were invited to complete testing for implicit racial and weight bias using the Implicit Association Test in 2019. Respondents were also surveyed regarding awareness of their own personal racial and weight biases, as well as any prior participation in formal diversity training. Comparisons were made between implicit bias scores and applicant ratings, as well as between diversity training and self-awareness of bias. RESULTS: A total of 31 out of 51 faculty reviewers (61%) completed and submitted results of race and weight Implicit Association Tests. A total of 74% (23/31) reported implicit anti-obese bias, concordant with discrimination demonstrated in the resident selection simulation, in which obese applicants were rated 0.40 standard deviations (SDs) lower than non-obese applicants (P < .001). A total of 71% (22/31) reported implicit anti-Black bias, discordant with application ratings, which were 0.47 SDs higher for Black than for White applicants (P < .001). A total of 84% (26/31) of participants reported feeling self-aware of potential racial bias at the time of application review, significantly higher than the 23% (7/31) reporting self-awareness of potential anti-obese bias (P < .001). Participation in formal diversity training was not associated with implicit anti-Black or anti-fat bias, nor with self-reported awareness of potential racial or weight-based bias (all P > .2). CONCLUSIONS: These findings suggest that implicit bias, as measured by the Implicit Association Test, does not inevitably lead to discrimination, and that personal awareness of implicit biases may allow their mitigation.


Assuntos
Racismo , Radiologia , Negro ou Afro-Americano , Etnicidade , Humanos , População Branca
20.
Acad Radiol ; 27(10): 1475-1480, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-31445825

RESUMO

RATIONALE AND OBJECTIVES: In response to a recent proposal to change scoring on the United States Medical Licensing (USMLE) Step 1 exam to pass/fail, we sought to determine the value of numerical Step 1 scores in predicting success in our radiology residency program. MATERIALS AND METHODS: Residency applications for 157 residents entering the program between 2005 and 2017 were retrospectively reviewed. Biographical (gender, sports participation, advanced degree), undergraduate (school, major), and medical school (grades, USMLE Step 1 score, Alpha Omega Alpha membership, letters of recommendation, publications) data were recorded. Multivariate regression analysis was used to examine the relationship between these application factors and subsequent performance as a radiology resident, as determined by completion of the program without requiring corrective action, select Accreditation Council for Graduate Medical Education milestones, and selection as chief resident. RESULTS: Corrective action was required for 7% (n = 12) of residents. Of the predictor variables, only Step 1 score was associated with the need for corrective action (p < 0.001). The interpretation of exams milestone was associated with higher Step 1 scores (p = 0.001) and number of medical school clerkship honors (p = 0.008). Selection as chief resident was associated with sports participation (p = 0.04), and clerkship honors (p = 0.02). CONCLUSION: Numerical USMLE Step 1 scores are predictive of successful completion of radiology residency training without the need for corrective action, and of accelerated competence in the interpretation of exams milestone. Continued reporting of numerical Step 1 scores would be valuable in selection of radiology residents.


Assuntos
Internato e Residência , Radiologia , Educação de Pós-Graduação em Medicina , Avaliação Educacional , Licenciamento , Radiologia/educação , Estudos Retrospectivos , Estados Unidos
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