Evidence map›Paper›PMID 42260459›Full record

ArticleBMC medical education2026

Development and validity evidence for the probabilistic reasoning test in undergraduate medical students.

David Drummond, Dulanjalee Kariyawasam, Héloïse Torchin, François-Xavier Mauvais, Romain Berthaud, Naim Ouldali, Michael Levy

Abstract read
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Article in BMC medical education, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

David DrummondFaculty of Medicine, Université Paris Cité, Paris, France. david.drummond@aphp.fr.ORCID http://orcid.org/0000-0002-7324-4992
Dulanjalee KariyawasamFaculty of Medicine, Université Paris Cité, Paris, France.
Héloïse TorchinFaculty of Medicine, Université Paris Cité, Paris, France.
François-Xavier MauvaisFaculty of Medicine, Université Paris Cité, Paris, France.
Romain BerthaudFaculty of Medicine, Université Paris Cité, Paris, France.
Naim OuldaliFaculty of Medicine, Université Paris Cité, Paris, France.
Michael LevyFaculté de Médecine, Maïeutique et Sciences de la Santé, Strasbourg, France.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundScript Concordance Tests (SCT) are widely used to assess clinical reasoning in medical education, but their use in high-stakes examinations raises concerns related to ambiguity, reliance on expert panels, and limited acceptability among students. To address these issues, we developed the Probabilistic Reasoning Test (PRT), a simplified format designed to assess normative probabilistic reasoning within clinical scenarios using a single predetermined correct answer and a three-point response scale.

methodsWe conducted a study including fifth-year medical students, pediatric residents, and pediatricians. Participants completed matched triads of SCT, PRT, and multiple-choice questions (MCQs) based on identical clinical scenarios. Student Objective Structured Clinical Examination (OSCE) scores were collected. Outcomes included concordance between SCT and PRT responses, internal consistency, relations with other assessment modalities, score interpretation across experience levels, and participant acceptability.

resultsA total of 575 participants were analyzed (538 students, 19 residents, 18 pediatricians). Concordance between SCT and PRT responses was high (agreement 91.4%, weighted κ = 0.91). Internal consistency was modest and similar for both formats (Cronbach's α = 0.63 for PRT; 0.62 for SCT). PRT scores correlated strongly with SCT, moderately with MCQs, and weakly with OSCE scores (p < 0.05). Unlike SCT, PRT did not significantly discriminate between levels of clinical experience. Satisfaction was consistently higher for PRT, with 90% of participants preferring it over SCT for examinations.

conclusionThe PRT showed strong directional concordance with SCT and higher acceptability in undergraduate settings but limited differentiation across experience levels. It may represent a pragmatic candidate format for undergraduate summative assessment of normative probabilistic reasoning.

Indexed as

Clinical CompetenceClinical ReasoningEducational MeasurementEducation, Medical, UndergraduateStudents, MedicalFemaleHumansMaleProbabilityReproducibility of ResultsAssessmentClinical reasoningMedical educationReliabilityValidity

Identifiers

PMID42260459
PMCPMC13471671

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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.