Writing and Reading Self-efficacy in Graduate Students: Implications for Psychological Well-being
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
In an effort to identify critical antecedents of mental health challenges in graduate education, recent research has examined graduate students’ self-efficacy beliefs as a motivational antecedent of their productivity, persistence, and well-being. Whereas graduate students’ self-efficacy concerning their scholarly writing activities has received increasing research attention in regards to psychological health, the well-being implications of graduate students’ self-efficacy for academic reading remains underexplored. The present study assessed both writing and reading self-efficacy in an international sample of graduate students (N = 851) in relation to critical well-being indicators including exhaustion, engagement, quitting intentions, program satisfaction, and imposter syndrome. Hierarchical linear regressions revealed writing self-efficacy to be a strong predictor across well-being outcomes, with a significant two-way interaction highlighting the combined benefits of writing and reading self-efficacy for imposter syndrome in graduate students. The present findings are novel in highlighting the well-being implications of both writing and reading self-efficacy for graduate students and support the expansion of graduate education programs aimed at promoting writing competencies to also address reading-related issues.
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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 | 0.001 | 0.000 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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