ArticleBMC medical education2019
Medical graduate views on statistical learning needs for clinical practice: a comprehensive survey.
Article in BMC medical education, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
9 citing papers in PubMed.
- Effects of problem-based learning modules within blended learning courses in medical statistics - A randomized controlled pilot study.PloS one · 2022Trial
- Performance, Failures, and Oversight of a Large Language Model Agent for Clinical Data Analysis: Evaluation Study.Journal of medical Internet research · 2026Article
- A clinically contextualized, hands-on biostatistics workshop for rheumatology fellows-in-training: a quasi-experimental pre-post educational intervention study.BMC medical education · 2026Article
- Article
- Misalignment of Biostatistics Content Between Licensing Exam Study Aids and Contemporary Medical Research.Family medicine · 2025Article
- Diagnosing Statistical Education Needs of Health Science Learners.Journal of statistics and data science education : an official journal of the of the American Statistical Association · 2025Article
- Survey on the current status of statistical cognition and teaching needs of Chinese medical students.Frontiers in public health · 2025Article
- Perceptions of attitudes toward statistics among medical undergraduates: insights from a regional medical college in China.BMC medical education · 2024Article
- Early minimally invasive image-guided eNdoscopic evacuation of iNTracerebral hemorrhage: a phase II pilot trial.Frontiers in neurology · 2024Article
Corrections and comments
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Authors and funding
3 authors.
Funding
Abstract
backgroundThis paper seeks to contribute to a reputable evidence base for required competencies across different topics in statistics and probability (statistical topics) in preparing medical graduates for clinical practice. This is in order to inform the prioritization of statistical topics within future undergraduate medical curricula, while exploring the need for preparing tomorrow's doctors to be producers, and not merely consumers, of statistics.
methodsWe conducted a comprehensive online survey from July 2013 to August 2014 for a target group of 462 medical graduates with current or prior experience of teaching undergraduate medical students of the University of Edinburgh of whom 278 (60.2%) responded. Statistical topics were ranked by proportion of respondents who identified the practice of statistics, performing statistical procedures or calculations using appropriate data, as a required competency for medical schools to provide in preparing undergraduate medical students for clinical practice. Mixed effects analyses were used to identify potential predictors for selection of the above competency and to compare the likelihood of this selection for a range of statistical topics versus critical appraisal.
resultsEvidence was gleaned from medical graduates' experiences of clinical practice for the need for, not only a theoretical understanding of statistics and probability but also, the ability to practice statistics. Nature of employment and statistical topic were highly significant predictors of choice of the practice of statistics as a required competency ((F = 3.777, p < 0.0005) and (F = 45.834, p < 0.0005), respectively). The most popular topic for this competency was graphical presentation of data (84.3% of respondents) in contrast to cross-over trials for the competency understanding the theory only (70.5% of respondents). Several topics were found to be more popular than critical appraisal for competency in the practice of statistics.
conclusionsThe model of medical graduates as mere consumers of statistics is oversimplified. Contrary to what has been suggested elsewhere, statistical learning opportunities in undergraduate medicine should not be restricted to development of critical appraisal skills. Indeed, our findings support development of learning opportunities for undergraduate medical students as producers of statistics across a wide range of statistical topics.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.