Evidence map›Paper›PMID 41822902›Full record

ArticleFrontiers in medicine2026

Digital media use and cognitive networks in medical students: linking screen time with intelligence and academic performance.

Alejandro Hernández-Chávez, Julian B Uriarte-Ortiz, Antonio Barajas-Martínez, Raúl Sampieri-Cabrera

Abstract read
In one paragraph

Article in Frontiers in medicine, 2026. 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

4 authors.

Alejandro Hernández-ChávezLaboratory of Prospective, Department of Physiology, Faculty of Medicine, National Autonomous University of Mexico, México City, Mexico.
Julian B Uriarte-OrtizLaboratory of Prospective, Department of Physiology, Faculty of Medicine, National Autonomous University of Mexico, México City, Mexico.
Antonio Barajas-MartínezTecnológico de Monterrey, School of Medicine and Health Sciences, México City, Mexico.
Raúl Sampieri-CabreraLaboratory of Prospective, Department of Physiology, Faculty of Medicine, National Autonomous University of Mexico, México City, Mexico.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Digital media use has expanded rapidly among medical students, raising concerns about its impact on cognitive function and academic achievement. However, specific links between screen time and distinct facets of cognition (such as fluid vs. crystallized intelligence), as well as their combined impact on academic performance, remain underexplored in medical education. Purpose: This study explored how digital screen time and related behaviors are associated with different dimensions of intelligence (fluid and crystallized), attention, and academic performance in second-year medical students, using a network analysis approach. Methods: A cross-sectional sample of 305 second year medical students from the Faculty of Medicine, UNAM, recruited during the 2023 academic year, completed standardized assessments: the Shipley-2 test for crystallized (Gc) and fluid intelligence (Gf), the Youth Screen Time Survey, and official academic records (standardized Physiology course exam scores). Network analysis was implemented through the Results: The network analysis identified six clusters of interrelated variables, revealing distinct groupings linking digital behavior, cognitive abilities, and academic outcomes. Key variables with the highest connectivity (centrality) were the number of failed courses, total screen time, and age, indicating these factors are most influential in the network. Notably, text messaging and short-form video use (e.g., TikTok) emerged as Discussion: Excessive digital exposure was associated with weaker cognitive efficiency and academic performance in this cross-sectional sample. These findings underscore the need for balanced digital habits to support attention, learning, and problem-solving capacity in medical students.

Indexed as

academic performanceattentioncrystallized intelligencedigital media usefluid intelligenceintelligencemedical educationnetwork analysis

Identifiers

PMID41822902
PMCPMC12975490

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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.