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◆ Frontiers in psychology2026-01-01

Comparative changes in problematic smartphone use tendencies across four active exercise modalities among college students: an exploratory multicategorical relative indirect-effect analysis.

Bin Dai, Canzhong Ji, Tingting Zhong

一句话结论 · In one sentence

The four modalities were associated with different magnitudes of pre-post change, with combined training showing the largest changes. Without diagnostic selection or a non-exercise control, the findings concern problematic smartphone use tendencies in a college-student sample and do not establish exercise-specific effects or causal mediation.

原始摘要(英文原文)· Original abstract
OBJECTIVE: To compare pre-post changes in problematic smartphone use tendencies and emotion regulation across four exercise modalities and examine whether cognitive reappraisal and expressive suppression changes accounted for between-modality differences in SAS-SV reduction. METHODS: Ninety college students were assessed; five were excluded before randomization for exercise contraindications, and 85 were randomized to aerobic training, strength training, VR-based gamified exercise, or combined training. Seventy-seven participants completing both assessments and at least 80% of sessions entered a modified per-protocol complete-case analysis; no intention-to-treat analysis was conducted. All groups completed a 12-week intervention. Outcomes were assessed pre and post-intervention. Group differences were examined using mixed-design ANOVA, followed by exploratory multicategorical parallel mediation with aerobic training as the reference. RESULTS: SAS-SV scores and expressive suppression decreased, whereas cognitive reappraisal increased, in all groups. Significant time × group interactions occurred for SAS-SV, F(3, 73) = 45.205, p < 0.001, partial η2 = 0.650; cognitive reappraisal, F(3, 73) = 21.992, p < 0.001, partial η2 = 0.475; and expressive suppression, F(3, 73) = 18.860, p < 0.001, partial η2 = 0.437. The combined group showed the largest changes. Relative to aerobic training, total indirect effects were 0.722 for strength training, 1.253 for VR-based exercise, and 1.916 for combined training; mediator-specific indirect effects were nonzero for all contrasts. CONCLUSION: The four modalities were associated with different magnitudes of pre-post change, with combined training showing the largest changes. Without diagnostic selection or a non-exercise control, the findings concern problematic smartphone use tendencies in a college-student sample and do not establish exercise-specific effects or causal mediation.
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Comparative changes in problematic smartphone use tendencies across four active exercise modalities among college students: an exploratory multicategorical relative indirect-effect analysis. — 科研速览 Science Skim