Yoxas/statistical_literacy huggingface dataset:
Medical errors in radiation oncology sometimes involve tasks reliant on practitioners' grasp of numeracy. Numeracy has been shown to be suboptimal across various health care professionals. Herein, we assess health numeracy among American Society of Radiologic Technologists (ASRT) members. The Numeracy Understanding for Medicine instrument (NUMi), an instrument to measure numeracy in the general population, was adapted to oncology for this study and distributed to ASRT members (n = 14,228) in 2017. Per NUMi scoring, health numeracy scores were categorized as low (0-7), low average (8-12), high average (13-17), or high (18-20). The impact of cGy versus Gy on numeracy performance was investigated. Spearman's rho and a Wilcox-Mann-Whitney test were used for comparisons between the different groups. A total of 662 eligible participants completed the instrument and identified as radiation oncology professionals. In the cGy and Gy NUMi scores, approximately 2% of respondents scored low-average, approximately 40% scored high-average, and approximately 58% scored high, with a median score of 18.0. Although the optimum NUMi score for ASRT members is unknown, one might expect our cohort to have numeracy skills at least as high as college freshmen. Roughly one-sixth of our study group scored at or below the average score of college freshmen (NUMi = 15). In the subset analysis of NUMi questions pertaining to radiation dose unit (cGy vs Gy), respondents performed better with cGy (mean score: 2.94; range, 2-3) versus Gy (mean: 2.91; range, 0-3; P = .011). In this study of limited sample size, overall numeracy is quite good compared with the general population. However, the range of scores is wide, and some respondents have lower scores that may be concerning, suggesting that numeracy may be an issue that requires improvement for a subset of the studied cohort. Performance was superior with the unit cGy; thus, the adoption of cGy as the standard unit is reasonable.
Medical images contain various abnormal regions, most of which are closely related to the lesions or diseases. The abnormality or lesion is one of the major concerns during clinical practice and therefore becomes the key in answering questions about medical images. However, the recent efforts still focus on constructing a generic Visual Question Answering framework for medical-domain tasks, which is not adequate for practical medical requirements and applications. In this paper, we present two novel medical-specific modules named multiplication anomaly sensitive module and residual anomaly sensitive module to utilize weakly supervised anomaly localization information in medical Visual Question Answering. Firstly, the proposed multiplication anomaly sensitive module designed for anomaly-related questions can mask the feature of the whole image according to the anomaly location map. Secondly, the residual anomaly sensitive module could learn a flexible anomaly feature while preserving the information of the original questioned image, which is more helpful in answering anomaly-unrelated questions. Thirdly, the transformer decoder and multi-task learning strategy are combined to further enhance the question-reasoning ability and the model generalization performance. Finally, qualitative and quantitative experiments on a variety of medical datasets exhibit the superiority of the proposed approaches compared to the state-of-the-art methods.
Medical imaging is arguably the most technologically advanced field in healthcare, encompassing a range of technologies which continually evolve as computing power and human knowledge expand. Artificial Intelligence (AI) is the next frontier which medical imaging is pioneering. The rapid development and implementation of AI has the potential to revolutionise healthcare, however, to do so, staff must be competent and confident in its application, hence AI readiness is an important precursor to AI adoption. Research to ascertain the best way to deliver this AI-enabled healthcare training is in its infancy. The aim of this scoping review is to compare existing studies which investigate and evaluate the efficacy of AI educational interventions for medical imaging staff. Following the creation of a search strategy and keyword searches, screening was conducted to determine study eligibility. This consisted of a title and abstract scan, then subsequently a full-text review. Articles were included if they were empirical studies wherein an educational intervention on AI for medical imaging staff was created, delivered, and evaluated. Of the initial 1309 records returned, n = 5 (∼0.4 %) of studies met the eligibility criteria of the review. The curricula and delivery in each of the five studies shared similar aims and a 'flipped classroom' delivery was the most utilised method. However, the depth of content covered in the curricula of each varied and measured outcomes differed greatly. The findings of this review will provide insights into the evaluation of existing AI educational interventions, which will be valuable when planning AI education for healthcare staff. This review highlights the need for standardised and comprehensive AI training programs for imaging staff.
Medical imaging related knowledge and skills are widely used in clinical practice. However, radiology teaching methods and resultant knowledge among medical students and junior doctors is variable. A systematic review and meta-analysis was performed to compare the impact of different components of radiology teaching methods (active versus passive teaching, eLearning versus traditional face-to-face teaching) on radiology knowledge / skills of medical students. PubMed and Scopus databases were searched for articles published in English over a 15-year period ending in June 2021 quantitatively comparing the effectiveness of undergraduate medical radiology education programs regarding acquisition of knowledge and/or skills. Study quality was appraised by the Medical Education Research Study Quality Instrument (MERSQI) scoring and analyses performed to assess for risk of bias. A random effects meta-analysis was performed to pool weighted effect sizes across studies and I2 statistics quantified heterogeneity. A meta-regression analysis was performed to assess for sources of heterogeneity. From 3,052 articles, 40 articles involving 6,242 medical students met inclusion criteria. Median MERSQI score of the included articles was 13 out of 18 possible with moderate degree of heterogeneity (I2 = 93.42%). Thematic analysis suggests trends toward synergisms between radiology and anatomy teaching, active learning producing superior knowledge gains compared with passive learning and eLearning producing equivalent learning gains to face-to-face teaching. No significant differences were detected in the effectiveness of methods of radiology education. However, when considered with the thematic analysis, eLearning is at least equivalent to traditional face-to-face teaching and could be synergistic. Studies of educational interventions are inherently heterogeneous and contextual, typically tailored to specific groups of students. Thus, we could not draw definitive conclusion about effectiveness of the various radiology education interventions based on the currently available data. Better standardisation in the design and implementation of radiology educational interventions and design of radiology education research are needed to understand aspects of educational design and delivery that are optimal for learning. Prospero registration number CRD42022298607.
Medical improvisation (improv) applies theater principles and techniques to improve communication and teamwork with health professionals (HP). Improv curricula have increased over time, but little is known about best practices in curricula development, implementation, and assessment. We sought to complete a state-of-the-art review of medical improv curricula to teach HP learners communication skills. A literature search of MEDLINE and 8 other databases on HP medical education and medical improv communication curricula occurred. We screened 1869 articles published from 2012 to 2022. Seventeen articles were selected for extraction and synthesis. Common curricular goals included improving interprofessional, interpersonal, and empathetic communication. Curricula often lacked alignment between learning objectives and improv exercises. Sessions occurred once (65%) or were longitudinal (35%). Only 24% reported a full description of their intervention. Few reported details on the content of curricula. Evaluations often focused on feasibility and acceptability. Heterogeneity exists in the development, implementation, and assessment of improv curricula. Low-quality evidence was provided to support the use of medical improv to teach communication skills to HP learners. Improv curricula were feasible, and acceptable to learners. We offer recommendations to guide future medical improv curricula development.
Medical internship is a key transition point in medical training from student to independent (junior) doctor. The national Regional Training Hubs (RTH) policy began across Australia in late 2017, which aims to build medical training pathways for junior doctors within a rural region and guide students, interns and trainees towards these. This study aims to explore preferencing and acceptance trends for rural medical internship positions in Queensland. Moreover, it focuses on internship preference and acceptance outcomes prior to and following the establishment of RTHs, and their association with key covariates such as rural training immersions offered by medical schools. Data from all applicants to Queensland Health intern positions between 2014-2021 were available, notably their preference order and location of accepted internship position, classified as rural or metropolitan. Matched data from Queensland's medical schools were added for rural training time and other key demographics. Analyses explored the statistical associations between these factors and preferencing or accepting rural internships, comparing pre-RTH and post-RTH cohorts. Domestic Queensland-trained graduates first preferencing rural intern positions increased significantly (pre-RTH 21.1% vs post-RTH 24.0%, p = 0.017), reinforced by a non-significant increase in rural acceptances (27.3% vs 29.7%, p = 0.070). Rural interns were more likely to have previously spent ≥ 11-weeks training in rural locations within medical school, be rurally based in the year applying for internship, or enrolled in the rural generalist pathway. The introduction of the RTH was associated with a moderate increase of graduates both preferencing and accepting a rural internship, though a richer understanding of the dominant reasons for and against this remain less clear. An expansion of graduates who undertook longer periods of undergraduate rural training in the same period did not diminish the proportion choosing a rural internship, suggesting there remains an appetite for these opportunities. Overall, domestic graduates are identified as a reliable source of intern recruitment and retention to rural hospitals across Queensland, with entry to the rural generalist pathway and extended rural placement experiences enhancing uptake of rural practice.
Medical internship is the final year of training before independent practice for most doctors in Botswana. Internship training in Botswana faces challenges including variability in participants' level of knowledge and skill related to their completion of medical school in a variety of settings (both foreign and domestic), lack of planned curricular content, and limited time for structured educational activities. Data on trainees' opinions regarding the content and delivery of graduate medical education in settings like Botswana are limited, which makes it difficult to revise programs in a learner-centered way. To understand the perceptions and experiences of a group of medical interns in Botswana, in order to inform a large curriculum initiative. We conducted a targeted needs assessment using structured interviews at one district hospital. The interview script included demographic, quantitative, and free- response questions. Fourteen interns were asked their opinions about the content and format of structured educational activities, and provided feedback on the preferred characteristics of a new curriculum. Descriptive statistics were calculated. In the current curriculum, training workshops were the highest-scored teaching format, although most interns preferred lectures overall. Specialists were rated as the most useful teachers, and other interns and medical officers were rated as average. Interns felt they had adequate exposure to content such as HIV and tuberculosis, but inadequate exposure to areas including medical emergencies, non-communicable diseases, pain management, procedural skills, X-ray and EKG interpretation, disclosing medical information, and identifying career goals. For the new curriculum, interns preferred a structured case discussion format, and a focus on clinical reasoning and procedural skills. This needs assessment identified several foci for development, including a shift toward interactive sessions focused on skill development, the need to empower interns and medical officers to improve teaching skills, and the value of shifting curricular content to mirror the epidemiologic transition occurring in Botswana. Interns' input is being used to initiate a large curriculum intervention that will be piloted and scaled nationally over the next several years. Our results underscore the value of seeking the opinion of trainees, both to aid educators in building programs that serve them and in empowering them to direct their education toward their needs and goals.
Medical Knowledge for general surgery residents' is assessed by the American Board of Surgery In- Training Examination (ABSITE). ASBITE score reports contain many metrics residency directors can utilize to assess resident progress and perform program evaluation. The purpose of this study was to develop a framework to evaluate program effectiveness in teaching specific subtest and subtopic areas of the ABSITE, using ABSITE score reports as an indicator. The aim is to demonstrate the identification of topic areas of weakness in program-wide performance on the ABSITE to guide proposed modification of the general surgery residency program curriculum, and to initiate development of a data visualizing dashboard to communicate these metrics. A single institution retrospective study was performed utilizing ABSITE score reports from general surgery residents at a large academic training program from 2017 to 2020. ABSITE performance metrics from 320 unique records were entered into a database; statistical analysis for linear trends and variance were conducted for standard scores, subtest standard scores, and incorrect subtest topics. Deviation from national average scores were calculated by subtracting the national average score from each subtest score for each trainee. Data were displayed as medians or proportions and are displayed to optimize visualization as a proof-of-concept for the development of a program dashboard. Trends and variance in general surgery program and cohort performance on various elements of the ABSITE were visualized using figures and tables that represent a prototype for a program dashboard. Figure A1 demonstrates one example, in which a heatmap displays the median deviation from national average scores for each subtest by program year. Boxplots show the distribution of the deviation from national average, range for national average scores, and the recorded scores for each subtest by program year. Trends in median deviation from the national average scores are displayed for each program year paneled by subtest or for each exam year paneled by cohort. Median change in overall test scores from one program year to another in a cohort is visualized as a table. Bar graphs show the most often missed topics across all program years and heatmaps were generated showing the proportion of times each topic was missed for each subtest and exam year. We demonstrate use of ABSITE reports to identify specific thematic areas of opportunities for curriculum modification and innovation as an element of program evaluation. In this study we demonstrate, through data analysis and visualization, feasibility for the creation of a Program ABSITE Dashboard (PAD) that enhances the use of ABSITE reports for formative program evaluation and can guide modifications to surgery program curriculum and educational practices.
Medical knowledge regarding the pathophysiology, diagnosis and treatment of diseases is constantly evolving. To effectively incorporate these findings into professional practice, it is crucial that scientific competencies are a central component of medical education. This study seeks to analyse the current state of scientific education and students' desires for integration into the curriculum. From October to December 2022, a survey was distributed at the Medical Faculty Dresden to all medical students from the 1st to 5th academic year (AY). The survey investigates current expectations of applying scientific competencies later in professional life, and the students were asked to self-assess various scientific skills and in relation to the National Competence Based Catalogue of Learning Objectives for Undergraduate Medical Education. The self-assessments were objectified through a competence test with ten multiple-choice questions. The desire for curricular teaching was inquired. 860 students completed the survey. This corresponds to a response rate of 64%. In the 5th AY, approximately 80% of the participants stated that they expected to work with scientific literature on a daily to monthly basis in future professional life and to communicate corresponding scientific findings to patients. Only 30-40% of the 5th AY rate their scientific competencies as sufficient to do this appropriately. This corresponds with the self-assessed competencies that only slightly increased over the 5 AYs from 14.1 ± 11.7 to 21.3 ± 13.8 points (max. 52) and is also reflected in the competence test (1st AY 3.6 ± 1.75 vs. 5th AY 5.5 ± 1.68, max. 10 points). Half of the students in the 4th and 5th AYs were dissatisfied with the current teaching of scientific skills. The majority preferred the implementation of a science curriculum (56%), preferably as seminars dealing with topics such as literature research, analysis, and science communication. The results show discrepancies between expectations of using scientific knowledge in everyday professional life, self-rated and objectively recorded competencies, and the current state of curricular teaching of scientific competencies. There is a strong need for adequate practical training, particularly in critical analyses of scientific literature, which enables the communication of scientific knowledge to patients.
Medical laboratory science (MLS) professionals play a crucial role in health care teams. However, research culture in the profession has not been well developed or studied. It is necessary to characterize attitudes toward research and scholarly activities among MLS professionals and identify ways to promote research in the profession. A cross-sectional survey was administered through American Society for Clinical Laboratory Science channels. Survey responses were summarized using descriptive statistics, and linear regression models were constructed to identify characteristics that predicted 2 research attitudes: "valuing the role of research" and "perceived research environment" in the profession. Of the 116 MLS professionals in this study, 53% reported currently participating in research activities. Opinions toward research were generally positive, although many respondents were not currently conducting research. Individuals with education and research practice focuses tended to place greater value on research, and education level was a significant predictor of perceived research environment. Dedicated research time and mentorship were cited as effective ways for employers to promote research in MLS. Overall, respondents had favorable attitudes toward research in MLS, but approximately half of participants noted a lack of incentives to conduct research. This study highlights several initiatives that may be effective for promoting increased research activity among MLS professionals.
Medical oncology and medical education (ME) have both expanded exponentially over the past 50 years; thus, it is important to understand the current status of postgraduate medical oncology education and develop ways to advance this field. This study undertakes a scoping review of ME literature in medical oncology to inform future scholarship in this area. MEDLINE, Embase, ERIC, and Web of Science were searched to find peer-reviewed English language articles on postgraduate ME in medical oncology published from 2009 to 2020. Established scoping review methodologies were used in study design; articles were classified by specialty, learner training level, region of authorship, institution type, year of publication, journal type, study methodology, and research topic. Curriculum intervention, scholarship, and domain(s) of physician competency were also assessed. The results were interpreted using descriptive statistics and collated using predetermined conceptual frameworks. A total of 2,959 references were initially found across four databases. After title and abstract screening, 305 articles remained; after full-text review, 144 articles were included in final analysis. Postgraduate medical oncology education research is increasing, with the majority of articles published in North America. Quantitative studies were most common, primarily survey approaches. For physician competencies, professionalism and medical expertise comprised the large majority of article focuses, whereas very few articles addressed leadership or health advocacy. Curriculum development, professional development, and communication skills were dominant research themes while no articles discussed teacher training. Although areas such as professionalism and communication skills are well-studied, medical oncology ME research is lacking in leadership, health advocacy, and teacher training. This study provides valuable guidance for future ME research in medical oncology and establishes a benchmark to examine changes in educational scholarship over time.
Medical professionalism and ethics (MPE) are critical components influencing how medical practitioners provide patients with the highest standard of care. As a result, a structured attempt has been undertaken to enhance the content and teaching delivery of the medical professionalism and ethics education (MPEE) in the undergraduate medical curriculum. Guided by Vygotsky's sociocultural learning theory, Harre and Van Langenhove's positioning theory and Taba's principles of curriculum development, a curriculum co-creation project was organized with the aim of developing a socio-culturally responsive MPEE. A total of fifteen medical students agreed to participate in the project where they co-created MPE curriculum with a medical educator over the course of three months. Upon completion of the project, a co-created, socio-culturally responsive MPE curriculum was presented. The thematic analysis revealed positive changes in the participants' attitudes, skills, and behaviors towards co-creating the MPE curriculum. They also reported feeling a sense of fulfilment after having a transformative experience as curriculum co-creators and after receiving positive feedback from the faculty, staff, and other students on the co-created MPE curriculum. The project's success demonstrates the importance of curriculum co-creation as a strategy to promote co-creation efforts among students and educators in developing a socio-culturally responsive curriculum. The project's framework and practical recommendations can be adopted by other medical educators and faculties to encourage students' participation and their role on curriculum development using the co-creation approach.