| Literature DB >> 36232241 |
Xiangju Yin1, Yiming Huang1, Xin Zhang1, Yuqian Chen1, Mingyue Wang1,2, Hongwei Qian1,2.
Abstract
OBJECTIVE: The implementation of online teaching in the context of epidemic prevention and control has had an impact on the learning engagement of college students to some extent. This study aims to investigate the mechanisms that influence perceived social support and health behaviors on learning engagement, so as to make college students more focused on their studies by improving their physical and mental health as well as their ability to perceive social support.Entities:
Keywords: health behaviors; learning engagement; online teaching; perceived social support
Mesh:
Year: 2022 PMID: 36232241 PMCID: PMC9566586 DOI: 10.3390/ijerph191912939
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1The hothesized model.
Results of statistical analysis of subjects (n = 538).
| Variables | Categories | Number | Effective Percentage (%) |
|---|---|---|---|
| Gender | Male | 279 | 51.9 |
| Female | 259 | 48.1 | |
| Home location | Urban | 152 | 28.3 |
| Rural | 386 | 71.7 | |
| Grade | Freshman | 93 | 17.3 |
| Sophomore | 134 | 24.9 | |
| Junior | 50 | 9.3 | |
| Senior | 261 | 48.5 | |
| Type of specialization | Science and Engineering | 118 | 21.9 |
| Others | 340 | 63.2 | |
| Literature and History | 80 | 14.9 | |
| Classes | Online | 132 | 24.5 |
| Online and offline | 299 | 55.6 | |
| Offline | 107 | 19.9 | |
| Any new cases at the school site | Yes | 240 | 44.6 |
| No | 298 | 55.4 |
Figure 2Common method deviation test. Note: e1–e12 are residual terms.
Scale reliability and convergent validity analysis.
| Scale | Variables | Standardized Factor Loadings | CR | AVE | α | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Q1 | Q2 | Q3 | Q4 | Q5 | Q6 | |||||
| Learning | Motivation | 0.888 | 0.807 | 0.846 | 0.917 | 0.903 | 0.879 | 0.967 | 0.907 | 0.981 |
| Energy | 0.898 | 0.885 | 0.886 | 0.941 | 0.922 | 0.936 | ||||
| Dedication | 0.914 | 0.939 | 0.917 | 0.898 | 0.909 | - | ||||
| Perceived Social | Family | 0.778 | 0.895 | 0.874 | 0.811 | - | - | 0.940 | 0.840 | 0.962 |
| Friends | 0.937 | 0.921 | 0.934 | 0.908 | - | - | ||||
| Others | 0.875 | 0.908 | 0.879 | 0.921 | - | - | ||||
| Health | Intention | 0.832 | 0.799 | 0.737 | - | - | - | 0.902 | 0.605 | 0.901 |
| Habits | 0.756 | 0.758 | 0.781 | - | - | - | ||||
Results of correlation analysis.
| Variables | M | SD | Perceived | Learning | Health |
|---|---|---|---|---|---|
| Perceived Social Support | 5.2752 | 1.07415 | 0.916 | ||
| Learning | 4.6054 | 1.18251 | 0.491 ** | 0.952 | |
| Health Behavior | 3.8386 | 0.60291 | 0.286 ** | 0.319 ** | 0.778 |
Note: ** p < 0.01.
Variance analysis report table.
| Variables | Any New Cases at the School Site | ||||||
|---|---|---|---|---|---|---|---|
| Yes | No |
|
| Cohen’s d | 1-β | ||
| Learning | Motivation | 4.689 ± 1.049 | 5.054 ± 1.197 | −3.769 | <0.001 | 0.324 | 0.962 |
| Energy | 4.106 ± 1.240 | 4.665 ± 1.313 | −5.029 | <0.001 | 0.438 | 0.999 | |
| Dedication | 4.184 ± 1.215 | 4.736 ± 1.265 | −5.121 | <0.001 | 0.445 | 0.999 | |
| Perceived Social Support | Family | 4.991 ± 1.207 | 5.244 ± 1.225 | −2.401 | 0.017 | 0.208 | 0.668 |
| Friends | 5.205 ± 1.091 | 5.498 ± 1.147 | −3.011 | 0.003 | 0.262 | 0.854 | |
| Others | 5.192 ± 1.095 | 5.436 ± 1.189 | −2.456 | 0.014 | 0.213 | 0.69 | |
| Health Behavior | Intention | 3.753 ± 0.583 | 3.880 ± 0.652 | −2.394 | 0.017 | 0.205 | 0.657 |
| Habits | 3.825 ± 0.600 | 3.870 ± 0.662 | −0.826 | 0.409 | 0.071 | 0.13 | |
Evaluation table of the fitness index of the structural equation model.
| Evaluation Indicators | Indicators | Ideal Value | Actual | Standard Sources |
|---|---|---|---|---|
| Absolute fitness | χ2 | As small as | 198.629 | Ming-Lung Wu: Structural Equation Modeling (2009) |
| GFI | >0.90 | 0.943 | ||
| AGFI | >0.90 | 0.913 | ||
| RMSEA | <0.08 | 0.073 | ||
| Value-added | NFI | >0.90 | 0.962 | |
| IFI | >0.90 | 0.971 | ||
| CFI | >0.90 | 0.971 | ||
| Minimalist suitability evaluation | χ2/df | <5 | 3.895 | |
| PNFI | >0.50 | 0.743 | ||
| PGFI | >0.50 | 0.617 |
Figure 3Model of the relationship between health behavior, comprehending social support and learning engagement. Note: e1–e14 are residual terms.
Table of path estimation for each variable.
| Path Analysis | Estimate | S.E. | C.R. | St. Estimate | ||
|---|---|---|---|---|---|---|
| Perceived Social Support | ← | Health Behavior | 0.526 | 0.082 | 6.419 *** | 0.289 |
| Learning Engagement | ← | Health Behavior | 0.323 | 0.07 | 4.621 *** | 0.200 |
| Learning Engagement | ← | Perceived Social Support | 0.36 | 0.038 | 9.572 *** | 0.406 |
| Others’ Support | ← | Perceived Social Support | 1 | 0.984 | ||
| Friends’ Support | ← | Perceived Social Support | 0.937 | 0.021 | 43.743 *** | 0.940 |
| Family Support | ← | Perceived Social Support | 0.781 | 0.034 | 22.754 *** | 0.725 |
| Motivation | ← | Learning Engagement | 1 | 0.879 | ||
| Energy | ← | Learning Engagement | 1.249 | 0.035 | 35.915 *** | 0.962 |
| Dedication | ← | Learning Engagement | 1.191 | 0.034 | 34.719 *** | 0.945 |
| To meet their own life study needs physical exercise? | ← | Health Behavior | 1 | 0.833 | ||
| The degree of their interest and hobby in physical exercise | ← | Health Behavior | 0.931 | 0.044 | 21.244 *** | 0.798 |
| How is the physical activity atmosphere in their school? | ← | Health Behavior | 0.855 | 0.045 | 19.137 *** | 0.740 |
| Will they overcome some inertia for physical exercise? | ← | Health Behavior | 0.902 | 0.046 | 19.705 *** | 0.756 |
| How do they feel about the exercise | ← | Health Behavior | 0.939 | 0.048 | 19.671 *** | 0.755 |
| Do they think physical activity and the value of physical activity is important? | ← | Health Behavior | 0.922 | 0.045 | 20.555 *** | 0.780 |
Note: *** p < 0.001.
Path hypothesis tests among the variables.
| Research | Path Relationships | St. Estimate (β) |
| Test |
|---|---|---|---|---|
| H1 | Health Behavior → Perceived | 0.289 | *** | Yes |
| H2 | Perceived Social Support → Learning | 0.200 | ** | Yes |
| H3 | Health Behavior → Learning | 0.406 | *** | Yes |
Note: ** p < 0.01, *** p < 0.001.
Figure 4Analysis of the relationship between health behavior, comprehending social support and learning engagement (mediating effect). Note: *** p < 0.001, c = a ∗ b + c′.
Table of standardized estimates and their standard errors reported.
| Paths | SE | SE–SE | β | Bias | SE-Bias | ||
|---|---|---|---|---|---|---|---|
| Perceived Social Support | ← | Health | 0.060 | 0.001 | 0.289 | 0.001 | 0.001 |
| Learning Engagement | ← | Health | 0.055 | 0.001 | 0.200 | 0.002 | 0.001 |
| Learning Engagement | ← | Perceived | 0.053 | 0.001 | 0.406 | −0.003 | 0.001 |
Reported results of mediating effect test.
| Effect Categories | Coefficient Multiplication Product | 95% Confidence Interval | ||||
|---|---|---|---|---|---|---|
| S.E. | β | Bias-Corrected Method | Percentile Method | |||
| Lower | Upper | Lower | Upper | |||
| Direct effect a | 0.060 | 0.289 | 0.162 | 0.402 | 0.167 | 0.407 |
| Direct effect b | 0.055 | 0.406 | 0.295 | 0.505 | 0.292 | 0.502 |
| Direct effect c′ | 0.053 | 0.200 | 0.089 | 0.303 | 0.092 | 0.308 |
| Intermediary effect (ab) | 0.036 | 0.190 | 0.126 | 0.266 | 0.117 | 0.257 |
| Total effect | 0.099 | 0.513 | 0.309 | 0.701 | 0.314 | 0.705 |