Evidence map›Paper›PMID 41728502›Full record

ArticleCureus2026

An Active Three-in-One Teaching Approach Integrating Article Analysis, SPSS Simulation, and Lectures in Biostatistics Education for Medical Students.

Néstor Israel Quinapanta Castro, Andres F Orbea

Abstract read
In one paragraph

Article in Cureus, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–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

2 citing papers in PubMed.

  1. Review
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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

2 authors.

Néstor Israel Quinapanta CastroFaculty of Philosophy and Letters, University of Buenos Aires, Buenos Aires, ARG.
Andres F OrbeaDepartment of Medicine, Regional Autonomous University of the Andes (UNIANDES), Riobamba, ECU.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionMedical students recognized the usefulness of biostatistics in clinical practice but also perceived it as a complex, impractical subject. This study evaluated the effect of the three-in-one (3-in-1) active teaching method on academic performance in biostatistics, as well as on student satisfaction and perceived understanding, among second- and ninth-semester medical students using a comparative educational design stratified by academic level. METHODOLOGY: An observational, prospective, post-educational intervention study was conducted with stratification by academic level (second and ninth semesters). Random assignment within each stratum was performed using SPSS version 29 (IBM Corp., Armonk, NY). The study population consisted of students enrolled in the medical program at the Regional Autonomous University of the Andes during the 2025 academic year. Students who attended at least 80% of the sessions and provided informed consent were included; those who could not participate due to limitations or withdrew their consent were excluded. The sample was divided into two groups: an intervention group that received the "3-in-1" active method (article analysis, SPSS simulation, and lecture) and a control group that continued with the traditional methodology. Academic performance was measured using an 11-question multiple-choice test (Médico Interno Residente, MIR), while attitudes, mastery, and satisfaction were assessed using a Likert scale. The statistical analysis included descriptive statistics, Student's t-test, Mann-Whitney U test, and chi-square test, all with a significance level of p < 0.05.  Results: The sociodemographic characteristics of the groups were comparable, with no significant differences in gender, cohabitation status, ethnicity, geographical origin, or academic history. Only age differed between the groups (p = 0.016). Regarding academic performance, the intervention group had a mean score of 13.13, while the control group had a mean score of 10.92, a statistically significant difference (t = -2.346; p = 0.023). Satisfaction with the teaching method was significantly higher in the intervention group (U = 379.5; p = 0.016). Likewise, the "3-in-1" group had a higher perceived mastery of the content (7.74 vs. 5.58; p < 0.001). There were no significant differences in the comparison by academic semester (p = 0.511), suggesting that the level of training did not influence the scores obtained.

conclusionCompared to the traditional methodology, the active "3-in-1" methodology was associated with higher academic performance, greater student satisfaction, and a better perception of content mastery. These results suggest the importance of using active and applied pedagogical strategies when teaching biostatistics to medical students.

Indexed as

applied biostatisticseducation and trainingmedical school educationteaching and researchteaching biostatistics

Identifiers

PMID41728502
PMCPMC12923996

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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.