Structural relationship of academic self-efficacy, mobile learning readiness, and academic performance among graduate students: a mediation study
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Recent studies indicate that academic performance is a complex phenomenon that can be influenced by various factors. Previous studies have also demonstrated a positive and significant relationship between academic performance, academic self-efficacy, and readiness to take advantage of mobile learning tools. The mediating role of mobile learning readiness in the relationship between academic self-efficacy and academic performance has received scant attention from researchers. The current study has investigated the potential relationship between academic self-efficacy, mobile learning readiness, and academic performance. The study sample comprises 326 students from … University. Data were analyzed by means of structural equation modeling employing AMOS software. Results demonstrated a positive and significant relationship between mobile learning readiness and students’ academic performance. Furthermore, the findings revealed that increased academic self-efficacy was not significantly associated with improved academic performance. Eventually, mobile learning readiness positively mediated the relationship between academic self-efficacy and the students’ academic performance. Considering the key findings of the present study, we suggest implications for developing students’ mobile learning readiness in the mobile learning context.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it