Evidence map›Paper›PMID 41924055›Full record

ArticleFrontiers in psychology2026

Early warning mechanism for college student adaptation: a network analysis and computational intervention simulation study based on mind wandering and problematic short video use.

Zheng Mao, Yisheng Yang, Yongzhi Jiang

Abstract read
In one paragraph

Article in Frontiers in psychology, 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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0citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

The trial behind it

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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

3 authors.

Zheng MaoSchool of Psychology, Inner Mongolia Normal University, Hohhot, China.
Yisheng YangSchool of Psychology, Inner Mongolia Normal University, Hohhot, China.
Yongzhi JiangSchool of Educational Science, Inner Mongolia Minzu University, Tongliao, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: The adaptation challenges of college freshmen represent a core issue in higher education psychology research. With the rapid development of digital media, this study aims to examine the complex interactions between mind wandering and problematic short video use during the critical period of academic adaptation from a cognitive control perspective. Methods: A total of 1,989 Chinese college freshmen ( Results: The network analysis identified two distinct but interconnected symptom communities. Mind wandering during lectures (MW5), inability to pay full attention when doing things (MW3), and difficulty maintaining focus on simple or repetitive tasks (MW1) were identified as key bridge symptoms connecting the two sub-networks. Furthermore, computational simulation results indicated that an alleviating intervention targeting MW5 (reducing its activation level) most effectively decreased the overall severity of problematic short video use. Discussion: These findings reveal early warning signals of academic adaptation difficulties among college freshmen. By highlighting the pivotal role of specific attention deficits-particularly mind wandering during lectures-this study provides new insights and empirical evidence for designing precise, prevention-oriented interventions in college student mental health education and digital health support.

Indexed as

cognitive controlcollege freshman adaptationcomputational simulationmind wanderingnetwork analysisNIRAproblematic short video use

Identifiers

PMID41924055
PMCPMC13036111

What OpenQuestion holds

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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.