Evidence map›Paper›PMID 24646439›Full record

ArticleMedical education online2014

Assessment of cognitive biases and biostatistics knowledge of medical residents: a multicenter, cross-sectional questionnaire study.

Pavlos Msaouel, Theocharis Kappos, Athanasios Tasoulis, Alexandros P Apostolopoulos, Ioannis Lekkas, Elli-Sophia Tripodaki, Nikolaos C Keramaris

Abstract readMulticenter Study
In one paragraph

Article in Medical education online, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

The trial behind it

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.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Cognitive biases associated with medical decisions: a systematic review.BMC medical informatics and decision making · 2016
    Pooled it
  2. Article
  3. Article
  4. A Guide to Basic Statistics for Educational Research.MedEdPORTAL : the journal of teaching and learning resources · 2021
    Article
  5. Knowledge and confidence level of Canadian urology residents toward biostatistics: A national survey.Canadian Urological Association journal = Journal de l'Association des urologues du Canada · 2020
    Article
  6. Article
  7. Review
  8. Article
  9. Knowledge and Use of Biostatistics among Resident and Junior Doctors at the University of Port Harcourt Teaching Hospital, Port Harcourt.Nigerian journal of surgery : official publication of the Nigerian Surgical Research Society
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Pavlos MsaouelGreek Junior Doctors and Health Scientists Society, Athens, Greece; msaouel@gmail.com.
Theocharis Kappos2nd Department of Surgery, Metaxa Cancer Memorial Hospital, Pireaus, Greece.
Athanasios TasoulisDepartment of Clinical Therapeutics, Alexandra Hospital, Athens, Greece.
Alexandros P ApostolopoulosDepartment of Orthopaedics, Asklipiio Hospital, Athens, Greece.
Ioannis LekkasOtorhinolaryngology Clinic, 251 G.N.A. Hospital, Athens, Greece.
Elli-Sophia Tripodaki1st Department of Internal Medicine, Evangelismos Hospital, Athens, Greece.
Nikolaos C KeramarisGreek Junior Doctors and Health Scientists Society, Athens, Greece.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeThe aim of this study is to determine the perceived familiarity of medical residents with statistical concepts, assess their ability to integrate these concepts in clinical scenarios, and investigate their susceptibility to the gambler's fallacy and the conjunction fallacy.

methodsA multi-institutional, cross-sectional survey of Greek medical residents was performed. Participants were asked to indicate their familiarity with basic statistical concepts and answer clinically oriented questions designed to assess their biostatistics knowledge and cognitive biases. Univariate, bivariate, and multivariate statistical models were used for the evaluation of data.

resultsOut of 153 respondents (76.5% response rate), only two participants (1.3%) were able to answer all seven biostatistics knowledge questions correctly while 29 residents (19%) gave incorrect answers to all questions. The proportion of correct answers to each biostatistics knowledge question ranged from 15 to 51.6%. Residents with greater self-reported familiarity were more likely to perform better on the respective knowledge question (all p<0.01). Multivariate analysis of the effect of individual resident characteristics on questionnaire performance showed that previous education outside Greece, primarily during medical school, was associated with lower biostatistics knowledge scores (p<0.001). A little more than half of the respondents (54.2%) answered the gambler's fallacy quiz correctly. Residents with higher performance on the biostatistics knowledge questions were less prone to the gambler's fallacy (odds ratio 1.38, 95% confidence intervals 1.12-1.70, p=0.003). Only 48 residents (31.4%) did not violate the conjunction rule.

conclusionsA large number of medical residents are unable to correctly interpret crucial statistical concepts that are commonly found in the medical literature. They are also especially prone to the gambler's fallacy bias, which may undermine clinical judgment and medical decision making. Formalized systematic teaching of biostatistics during residency will be required to de-bias residents and ensure that they are proficient in understanding and communicating statistical information.

Indexed as

BiostatisticsKnowledgeAdultCognitionCross-Sectional StudiesFemaleGreeceHumansInternship and ResidencyMaleStudents, MedicalSurveys and Questionnairesbiostatistics knowledgecognitive biasconjunction fallacygambler's fallacymedical residentsstatistical literacy

Identifiers

PMID24646439
PMCPMC3955772

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.