ArticleHeliyon2024
Analyzing psychological resilience in college students: A decision tree model.
Article in Heliyon, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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.
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.
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Who cites it
8 citing papers in PubMed.
- From Self-Esteem and Academic Performance to Anxiety: A Cross-Lagged Study of Chinese First-Generation College Students.Behavioral sciences (Basel, Switzerland) · 2026Article
- Resilience and loneliness among older adults: an analysis using decision tree techniques.Aging clinical and experimental research · 2025Article
- Psychological resilience as emotional armour in family dysfunction and food addiction among Ghanaian tertiary students.Eating and weight disorders : EWD · 2025Article
- The influence of physical activity on emotional management ability in college students: a chain mediating role of psychological resilience and health literacy.BMC public health · 2025Article
- Assessing psychological resilience and its influencing factors in the MSM population by machine learning.Scientific reports · 2025Article
- Influence of Lifestyle Habits on Psychological Well-Being of University Students: A Quantitative Cross-Sectional Study.Healthcare (Basel, Switzerland) · 2025Article
- Digital support for female students in physical education universities in Japan.Scientific reports · 2025Article
- Beyond the campus: the development of social emotional competence in freshmen through a community-based eldercare volunteer service project.Frontiers in psychology · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
In the evolving landscape of higher education, particularly in the post-pandemic era, it is crucial for college students to face societal challenges and achieve success by understanding and predicting psychological resilience. To deepen our understanding of psychological resilience, this study used a decision tree model to explore influencing factors. We surveyed 776 college students and collected data on demographic information, self-esteem, sense of school belonging, pro-environmental behavior, subjective well-being, internet game addiction, life autonomy, and academic procrastination using several scales. The decision tree model identified eight key predictors of psychological resilience, which are as follows in order of importance: self-esteem, sense of school belonging, pro-environmental behavior, subjective well-being, academic procrastination, life autonomy, internet game addiction, and academic achievement. This model's accuracy reached 73.985 %, emphasizing its potential utility in educational settings. The findings not only provide a novel and data-driven perspective to understand psychological resilience in college students compared to existing research but also provide practical guidance for educational practitioners and policymakers on how to develop psychological resilience in college students.
Identifiers
What OpenQuestion holds
Registered trials
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.