Evidence map›Paper›PMID 40584083›Full record

ArticleFrontiers in psychology2025

Analyzing latent categories of stress, anxiety, and depression in medical students: insights into their psychological resilience.

Huang Lei, Jiang Jiaming, Huang Bin, Yuwen Lyu, Liu Junrong, Lawrence T Lam, Chen Yufei

Abstract read
In one paragraph

Article in Frontiers in psychology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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4 · The record

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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

7 authors.

Huang LeiFaculty of Medicine of the Macau University of Science and Technology, Macau, Macao SAR, China.
Jiang JiamingGuangzhou University of Chinese Medicine, Guangzhou, China.
Huang BinGuangzhou University of Chinese Medicine, Guangzhou, China.
Yuwen LyuInstitute of Humanities and Social Sciences Communications, Guangzhou Medical University, Guangzhou, China.
Liu JunrongInstitute of Humanities and Social Sciences Communications, Guangzhou Medical University, Guangzhou, China.
Lawrence T LamFaculty of Medicine of the Macau University of Science and Technology, Macau, Macao SAR, China.
Chen YufeiGuangzhou University of Chinese Medicine, Guangzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: To explore the potential effects of demographic variables and three factors of psychological resilience, tenacity, strength, and optimism on the stress, anxiety, and depression of medical students, and to provide data support for the refinement of mental health interventions. Method: A total of 1,099 junior medical students were selected from a certain medical college and surveyed using the Depression Anxiety Stress Scale (DASS-21 Chinese version) and the Connor-Davidson Resilience Scale(CD-RISC Chinese version), as well as a self-designed demographic questionnaire. Data processing was conducted using latent category analysis, contingency table analysis, logistic regression, and other methods. Result: Three subgroups for stress and depression, and two subgroups for anxiety were obtained. Contingency table analysis results showed that the correlation coefficients between the subgroups and severity were all greater than 0.6. In normal and mild symptomatic populations, latent category analysis fitted the low stress subgroup and the depression subgroup with insufficient motivation. The logistic regression results showed that psychological resilience factors had different effects on the latent categories of stress, anxiety, and depression. Optimism only had a significant predictive effect on the latent category of stress, while for the latent category of anxiety, only strength had a significant predictive effect. The disharmonious or average family atmosphere were common high-risk factors for high stress, high anxiety and high depression subgroups. The experience of living on campus in high school was a unique influencing factor of anxiety among medical students. Male gender and low subjective socio-economic status were unique influencing factors for the high depression group, while left-behind experience was a unique influencing factor for the depression group with insufficient motivation. Limitations: The explanatory power of cross-sectional studies and non-random sampling is limited, and the universality and misrepresentations of the results need further verification. Conclusion: There was significant group heterogeneity in the manifestations of stress, anxiety, and depression among medical students, and the behavioral response patterns of subgroups with latent categories exhibited cross group characteristics when grouped by the norm. The impact of tenacity, strength, and optimism on subgroups of stress, anxiety, and depression varied. Future research should integrate different research paradigms, deepen understanding, and provide more targeted evidence support for psychological education and intervention programs for medical students.

Indexed as

anxietydepressionlatent category analysismedical studentspsychological resiliencestress

Identifiers

PMID40584083
PMCPMC12202493

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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.