Evidence map›Paper›PMID 40624488›Full record

ArticleBMC medical education2025

Development and validation of a comprehensive tool to study the various elements influencing the utilization of E-learning among undergraduate health professions students.

Archana Prabu Kumar, Prabu Kumar Chokkalingam Mani, Komal Atta, Abirami Omprakash, K Maheshkumar, Hany Atwa, K N Maruthy, Padmavathi R

Abstract readValidation Study
In one paragraph

Article in BMC medical education, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

8 authors.

Archana Prabu KumarMedical Education Department, College of Medicine and Health Sciences (CMHS), Arabian Gulf University (AGU), Manama, Bahrain.ORCID http://orcid.org/0000-0003-1536-8433
Prabu Kumar Chokkalingam ManiDepartment of Pathology, Government Hospitals, Salmaniya Medical Complex, Manama, Bahrain.
Komal AttaDepartment of Medical Education, The University of Faisalabad, Faisalabad, Pakistan.ORCID http://orcid.org/0000-0003-1442-2303
Abirami OmprakashDepartment of Physiology, Sri Ramachandra Medical College and Research Institute, Sri Ramachandra Institute of Higher Education and Research Porur, Chennai, Tamil Nadu, India.
K MaheshkumarDepartment of Biochemistry and Physiology, Government Yoga and Naturopathy Medical College and Hospital, Chennai, Tamil Nadu, India.
Hany AtwaMedical Education Department, College of Medicine and Health Sciences (CMHS), Arabian Gulf University (AGU), Manama, Bahrain.
K N MaruthyDepartment of Physiology, PES Institute of Medical Sciences and Research, Kuppam, AP, India.
Padmavathi RDepartment of Physiology, Sri Ramachandra Medical College and Research Institute, Sri Ramachandra Institute of Higher Education and Research Porur, Chennai, Tamil Nadu, India. rpadmavathi@sriramachandra.edu.in.

Funding

'GATE: Young Faculty Research Grant' Ref. No: 111/Dean/2012
6 · The paper itself

Abstract

backgroundE-learning has emerged as a transformative approach in medical and dental education in India, offering flexibility and accessibility to students. However, there is a lack of a standardized tool to assess the multiple dimensions influencing e-learning utilization among undergraduate health profession students. This study aims to develop and validate the Comprehensive Knowledge, Attitude, and Practice Questionnaire (CKAPQ) to examine various factors affecting e-learning utilization among undergraduate medical and dental students.

methodsThe study employed a cross-sectional validation design using Zhou's Mixed Methods Model to develop and validate the CKAPQ. The initial questionnaire contained 59 items across eight theoretical factors. Content validity was assessed using the Lawshe method, and the CKAPQ survey was conducted from 2014 to 2017 among medical and dental students at a South Indian tertiary care university. Data were analyzed using exploratory factor analysis (EFA) and confirmatory factor analysis (CFA) to validate the questionnaire structure and verify the theoretical framework. Model fit was assessed using indices such as Goodness-of-Fit Index (GFI), Adjusted Goodness-of-Fit Index (AGFI), Root Mean Square Error of Approximation (RMSEA), Normed Fit Index (NFI), Comparative Fit Index (CFI), Tucker-Lewis Index (TLI), and Standardized Root Mean Square Residual (SRMR). Construct validity and structural equation modelling (SEM) were assessed.

resultsA total of 960 students (61.6% females, 38.4% males) participated in the study. Through EFA, eight items were removed based on skewness and kurtosis values, and 35 items were excluded due to factor loadings < 0.5. The Bartlett's Test of Sphericity was significant (p < 0.001), and the Kaiser-Meyer-Olkin measure (0.733) indicated sampling adequacy. The final model comprised 16 items representing five constructs with factor loadings ranging from 0.557 to 0.834. The model demonstrated good reliability (Cronbach's α ranging from 0.65 to 0.78) and strong absolute fit indices (GFI = 0.982, AGFI = 0.971, SRMR = 0.063). Construct validity was supported by Composite Reliability (0.729-0.848), Average Variance Extracted (0.516-0.669), and Maximum Shared Variance (0.143-0.304). The SEM model revealed significant correlations between constructs, with PLE and PEI showing strong positive correlation (r = 0.614), while negative correlations were observed between PLE, PEI and other factors.

conclusionThe proposed theoretical model had eight factors, while the psychometric properties of the CKAPQ and calculations of fit revealed a five-factor model. The developed CKAPQ provides a new, standardized method to evaluate knowledge, attitudes, and practices related to E-learning among medical and dental students.

Indexed as

Computer-Assisted InstructionEducation, Medical, UndergraduateStudents, DentalStudents, MedicalAdultCross-Sectional StudiesFactor Analysis, StatisticalFemaleHumansIndiaMaleReproducibility of ResultsSurveys and QuestionnairesYoung AdultDistance education and online learningMedia in educationTeaching/learning strategies

Identifiers

PMID40624488
PMCPMC12235846

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.