Evidence map›Paper›PMID 41613737›Full record

ArticleCureus2025

Predicting Academic Performance Among Female Undergraduate Medical and Health Sciences Students Through Sociodemographic, Socioeconomic, and Nutritional Factors.

Sahiba Hakro, Mehrun Nisa Soomro, Fiza Keerio, Sher M Chandio, Fareeha Hassan

Abstract read
In one paragraph

Article in Cureus, 2025. 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

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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Sahiba HakroPublic Health, Ziauddin University, Karachi, PAK.
Mehrun Nisa SoomroPublic Health, Peoples University of Medical and Health Sciences for Women, Shaheed Benazirabad, PAK.
Fiza KeerioPublic Health, Peoples University of Medical and Health Sciences for Women, Shaheed Benazirabad, PAK.
Sher M ChandioCommunity Medicine, Peoples University of Medical and Health Sciences for Women, Shaheed Benazirabad, PAK.
Fareeha HassanPublic Health, Jinnah Sindh Medical University, Karachi, PAK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction Education plays a crucial role in improving individual well-being and socioeconomic development. Poor academic performance is often associated with adverse socioeconomic and psychosocial outcomes. Numerous studies have highlighted the effects of sociodemographic, socioeconomic, and nutritional factors on academic performance. However, these studies have been limited to school students only, leaving university students understudied. Objective To predict academic performance through sociodemographic, socioeconomic, and nutritional factors among female undergraduate medical and health sciences students. Materials and methods This cross-sectional study was conducted on 400 female undergraduate medical and health sciences students selected using stratified systematic random sampling. Data were collected through a self-administered questionnaire. Nutritional status was assessed with body mass index (BMI), and academic performance was assessed with mean aggregate marks. Chi-square test was used to assess the associations. Binary logistic regression was used to estimate odds ratios (OR) with 95% confidence intervals (CI). Variables showing significance in binary logistic regression were included in multiple logistic regression model, and adjusted odds ratios (AOR) and their 95% CI were reported. Results The mean age of participants was 21.5±1.5 years. Fifty percent students had normal weight with a mean BMI of 21.8±5.7 kg/m² and 76.8% students demonstrated good academic performance. On bivariate analysis academic performance was significantly higher among Bachelor of Medicine, Bachelor of Surgery (MBBS) students (OR=6.23, 95% CI: 3-13.03), and Bachelor of Science in Public Health (BSPH) students (OR=2.91, 95% CI: 1.21-7.27), as well as the fourth (OR=2.84, 95% CI: 1.54-5.37) and fifth year students (OR=7.15, 95% CI: 2.9-21.7). Performance was also significantly associated with upper-middle-class, mixed diet, three or more meals per day, and daily breakfast. In the multivariate model, field and year of study emerged as key predictors. The model revealed 79.3% accuracy with a positive predictive value of 80.8%. Conclusion Academic performance is a multifaceted outcome influenced by academic-related factors, particularly academic progression and field of study. Nutritional and socioeconomic factors had a limited independent effect.

Indexed as

academic performancefemale undergraduateshealth sciences studentsmedical studentsnutritional factorssociodemographic factorssocioeconomic status

Identifiers

PMID41613737
PMCPMC12848835

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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.