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      Pediatric residents' knowledge of epidemiology and statistics

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          Abstract

          To the Editor With access to the information via digital and hardware platforms and formats, residents (postgraduate trainees) have access to millions of published medical articles which can be found on a variety of electronic databases. Resident physicians and clinicians generally depend on the medical literature to keep their clinical knowledge up to date and apply evidence-based methods (EBM) to answer specific clinical questions. Although knowledge of epidemiology and statistics (E&S) is essential for comprehending medical evidence, research has shown consistently low and variable knowledge among resident physicians. Simultaneously, the complexity of statistical methods reported in top-tier medical journals continues to be a challenge, as it makes the journals difficult to understand. 1 , 2 A study showed that the majority of the responding residents agreed that research is essential and improves health care and that it helps in building a future academic career. Lack of research training, lack of time, work-related stress, and lack of supervisors are perceived barriers to doing research. 3 Teaching methods of E&S are wide-ranging; examples include blended format, case studies, didactic lectures, computer simulations, etc. 4  There are few published papers about residents' ability to understand statistical methods or how to interpret research outcomes appropriately. We have noticed that during our journal club meetings, medical residents either skip the statistical methods or describe results without fully understanding the important aspects of the statistical analysis. We surveyed with the aim of describing residents understanding of E&S concepts used in the interpretation of research results and describe the need for additional E&S training to help medical residents evaluate and translate research into clinical practice. The survey was made up of 19 multiple-choice E&S knowledge questions, 3 demographic questions, and 1 Likert scale question which addressed residents' desire to receive more E&S teaching. The question regarding the desire to learn more E&S was rated on a 5-point Likert scale, in which 1 represented strongly disagree, and 5 represented strongly agree. The survey was completed by 79% (n=82) residents, among whom 62% were interns (first-year resident), 78% were female, 95% were international medical graduates (physicians who received their medical school education outside the United States or Canada). The vast majority of participants agreed that more training opportunities regarding E&S and its application to medical sciences are needed. On individual knowledge questions, across all levels of training, the most correctly answered question was related to the recognition of the value of masking in studies to prevent bias. This was answered correctly by the vast majority of the participants. Few medical residents correctly responded to the question regarding Cox's proportional hazard assessment, and the use and interpretation of an ANOVA test. Across all levels of training, there was variable performance (i.e., percent correct responses) in basic E&S concepts. In basic concepts areas, where we expected high performance, we saw the opposite (examples include the identification of continuous variables, interpretation of standard deviation (SD), applied analysis using the Chi-Square test and ANOVA); surprisingly, in the complex areas, such as randomization, the percentage giving a correct score was high across all levels of training, and this was similar to the findings of a previous study. 5 The reason for the discordance is not known but may be attributed to differences in residents' medical school training, knowledge base regarding E&S, participation in advanced training, mathematical knowledge, and interest in statistics 6 that most participants answered correctly. Studies continue to show clinicians and residents have difficulty in understanding and interpreting p-values. 7 Analysis showed that residents with previous advanced degrees generally fared better on E&S knowledge tests, supporting the advantages of having advanced training linking with ease in the interpretation of applied E&S concepts included in medical journals. 8 A previous study that described residents' E&S attitudes found that both the attitudes and confidence of residents were positively associated with the number of journals read monthly and formal coursework in biostatistics. 9 Therefore it would be helpful to encourage  residents to improve their attendance and active participation in the monthly journal clubs. Most of the residents expressed an interest in more E&S teaching, which would be a gateway to the better interpretation of journal articles and application of EBM methods. Also, our study was limited by the small sample size allowing prior preparation or forewarning the residents may have improved some of the test scores. Scores were not influenced by gender or level of training. The universal need for additional training was identified and will be addressed using blended methods of online training, teaching, participation in a journal club, and the sharing of current statistical methods as they are published in the literature. Residents and students continue to articulate the relevance of E&S to real clinical issues. Previously  published work had suggested that the causes of poor interest in E&S was due to the short duration of E&S teaching in the medical curriculum, the lack of practice exercises, and the need for practical data collection. 10 Even though we did not study the barriers, we intend to extrapolate what is known in the literature to mitigate and plan a custom-made curriculum that works best for current and future residents. Our survey showed some residents had trouble with correctly answering simple and complex E&S concepts; we can align this with our continued observations of similar difficulty during our monthly journal club and scholarly activities. We continue to observe that some of our residents still have difficulties interpreting research methodology and statistical details, even though it is expected that a medical school training would have prepared them to analyze basic biomedical data using simple statistical methods or collaborating with a biostatistician in cases that need more complex methods. In conclusion, additional studies to describe specific E&S training needs that will help residents rapidly evaluate and translate research into clinical practice are needed. Conflict of Interest The authors declare that they have no conflict of interest.

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          Most cited references10

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          Medicine residents' understanding of the biostatistics and results in the medical literature.

          Physicians depend on the medical literature to keep current with clinical information. Little is known about residents' ability to understand statistical methods or how to appropriately interpret research outcomes. To evaluate residents' understanding of biostatistics and interpretation of research results. Multiprogram cross-sectional survey of internal medicine residents. Percentage of questions correct on a biostatistics/study design multiple-choice knowledge test. The survey was completed by 277 of 367 residents (75.5%) in 11 residency programs. The overall mean percentage correct on statistical knowledge and interpretation of results was 41.4% (95% confidence interval [CI], 39.7%-43.3%) vs 71.5% (95% CI, 57.5%-85.5%) for fellows and general medicine faculty with research training (P < .001). Higher scores in residents were associated with additional advanced degrees (50.0% [95% CI, 44.5%-55.5%] vs 40.1% [95% CI, 38.3%-42.0%]; P < .001); prior biostatistics training (45.2% [95% CI, 42.7%-47.8%] vs 37.9% [95% CI, 35.4%-40.3%]; P = .001); enrollment in a university-based training program (43.0% [95% CI, 41.0%-45.1%] vs 36.3% [95% CI, 32.6%-40.0%]; P = .002); and male sex (44.0% [95% CI, 41.4%-46.7%] vs 38.8% [95% CI, 36.4%-41.1%]; P = .004). On individual knowledge questions, 81.6% correctly interpreted a relative risk. Residents were less likely to know how to interpret an adjusted odds ratio from a multivariate regression analysis (37.4%) or the results of a Kaplan-Meier analysis (10.5%). Seventy-five percent indicated they did not understand all of the statistics they encountered in journal articles, but 95% felt it was important to understand these concepts to be an intelligent reader of the literature. Most residents in this study lacked the knowledge in biostatistics needed to interpret many of the results in published clinical research. Residency programs should include more effective biostatistics training in their curricula to successfully prepare residents for this important lifelong learning skill.
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            Perceptions, attitudes, and practices towards research among resident physicians in training in Saudi Arabia.

            Health research training forms an important part of medical education. This cross-sectional study examined the attitudes to research, perceived barriers to research and experience of participation in research projects among resident physicians in Saudi Arabia. A self-administered email questionnaire was completed by 191/207 residents working in different specialties and regions of Riyadh. A majority (97.9%) agreed that research is essential and improves health care and 86.9% that it helps in building a future academic career. Lack of research training (93.2%), lack of time (89.5%), work-related stress (83.2%) and lack of supervisors (73.3%) were perceived barriers to doing research. Only 58 (30.4%) had had any research involvement. Involvement in research was significantly more likely for residents at an advanced level of training than at earlier levels (OR 3.50, 95% CI: 1.1-11.1) and less likely for those who had 1 or 2 children during residency than those who had none (OR 0.29, 95% CI: 0.1-0.8).
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              A critical evaluation of the current "p-value controversy".

              This article has been triggered by the initiative launched in March 2016 by the Board of Directors of the American Statistical Association (ASA) to counteract the current p-value focus of statistical research practices that allegedly "have contributed to a reproducibility crisis in science." It is pointed out that in the very wide field of statistics applied to medicine, many of the problems raised in the ASA statement are not as severe as in the areas the authors may have primarily in mind, although several of them are well-known experts in biostatistics and epidemiology. This is mainly due to the fact that a large proportion of medical research falls under the realm of a well developed body of regulatory rules banning the most frequently occurring misuses of p-values. Furthermore, it is argued that reducing the statistical hypotheses tests nowadays available to the class of procedures based on p-values calculated under a traditional one-point null hypothesis amounts to ignoring important developments having taken place and going on within the statistical sciences. Although hypotheses testing is still an indispensable part of the statistical methodology required in medical and other areas of empirical research, there is a large repertoire of methods based on different paradigms of inference that provide ample options for supplementing and enhancing the methods of data analysis blamed in the ASA statement for causing a crisis.
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                Author and article information

                Journal
                Int J Med Educ
                Int J Med Educ
                IJME
                International Journal of Medical Education
                IJME
                2042-6372
                21 December 2018
                2018
                : 9
                : 323-324
                Affiliations
                [1 ]Departments of Pediatrics, Cook County Health, and Hospitals System, John H Stroger Jnr Hospital, Chicago, Illinois, USA
                [2 ]Keck School of Medicine of USC, Medical School, Los Angeles, California, USA
                Author notes
                Correspondence: Kenneth Soyemi, Departments of Pediatrics, Cook County Health, and Hospitals System, John H Stroger Jnr Hospital, Chicago, Illinois, USA. Email: ksoyemi@ 123456cookcountyhhs.org
                Article
                9-323324
                10.5116/ijme.5c01.628f
                6387765
                30588915
                57f08da3-463b-42ed-b3db-3b3ff4b93dbb
                Copyright: © 2018 Darnna Banks et al.

                This is an Open Access article distributed under the terms of the Creative Commons Attribution License which permits unrestricted use of work provided the original work is properly cited. http://creativecommons.org/licenses/by/3.0/

                History
                : 30 November 2018
                : 29 April 2018
                Categories
                Letter
                Epidemiology and Statistics

                pediatric,residents' knowledge,epidemiology and statistics,usa

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