Evidence map›Paper›PMID 42351153›Full record

ArticleBMC medical education2026

Dynamic CBME in action: rule-based digital case-based learning to evaluate antibiotic-stewardship reasoning in MBBS learners.

Sunil Kumar D, Sucheta Dandekar, G Hari Prakash

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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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4 · The record

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5 · Who and what money

Authors and funding

3 authors.

Sunil Kumar DDepartment of Community Medicine, JSS Medical College, JSS Academy of Higher Education and Research, Mysuru, India. sunilkumard@jssuni.edu.in.
Sucheta DandekarDepartment of Biochemistry, Era's Lucknow Medical College, Lucknow, Uttar Pradesh, India.
G Hari PrakashDivision of Public Health, Dept of Allied Health Sciences, Faculty of Life and Allied Health Sciences, MS Ramaiah University of Applied Sciences, Bengaluru, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAntimicrobial resistance is a major global public health threat, necessitating improved antibiotic stewardship. India's Competency-Based Medical Education (CBME) framework requires robust methods to assess and cultivate clinical reasoning. This study evaluated a rule-based Digital Case-Based Learning (DCBL) module with algorithm-triggered formative feedback for antibiotic-stewardship decision-making among undergraduate medical learners.

methodsA quasi-experimental, single-group pre-post study evaluated three rule-based DCBL micro-cases (upper respiratory tract infection [URTI], urinary tract infection [UTI], and acute watery diarrhoea) in 271 third- and fourth-phase MBBS learners at a tertiary-care teaching hospital in South India. Script Concordance Test (SCT) performance was assessed using parallel pre- and post-test forms. Usability and workload were measured using the System Usability Scale (SUS) and two NASA Task Load Index (NASA-TLX) items.

resultsOverall SCT scores changed from 5.65 +/- 4.73 to 6.05 +/- 4.48 (mean change = 0.40; 95% CI: -0.41 to 1.21; p = 0.33; Cohen's d = 0.059). The UTI case showed a statistically significant domain-specific improvement (mean change = 0.58; p = 0.003; Cohen's d = 0.18), which falls below the conventional small-effect threshold. URTI and diarrhoea cases showed no significant change. The mean SUS score was 62.4 +/- 18.7; 76.0% of learners rated platform usability as average or good, with moderate cognitive workload.

conclusionA single-session rule-based DCBL intervention was feasible and acceptable in routine CBME teaching and showed a domain-specific SCT signal in the UTI case. The overall SCT change was not statistically significant and should not be interpreted as evidence of effectiveness or generalised across antibiotic-stewardship scenarios. Controlled, multisite, longitudinal studies are needed to confirm these preliminary findings.

Indexed as

Antimicrobial StewardshipCompetency-Based EducationEducation, Medical, UndergraduateProblem-Based LearningAnti-Bacterial AgentsClinical CompetenceEducational MeasurementHumansIndiaRespiratory Tract InfectionsUrinary Tract InfectionsAnti-Bacterial AgentsAntimicrobial StewardshipCBMEDigital Case-Based LearningMedical EducationRule-Based FeedbackScript Concordance Test

Identifiers

PMID42351153
PMCPMC13556071

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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.