Locus of Control and Academic Efficacy in the Thoughts of Life and Death of Young Quebec University Students
Bibliographic record
Abstract
This study evaluated the role of control and efficacy expectations in the thoughts of life and death of 50 male and 50 female university students and investigated sex differences in this regard. It followed a correlational design and employed measures of tridimensional locus of control, expectations of academic efficacy, thoughts of life and death. A comparison of means revealed that male students did not differ from their female counterparts on any of the variables under study. Stepwise regression coefficients indicated that the two cognitive factors accounted more for thoughts of death than for thoughts of life; expectations of academic efficacy were the single variable that most explained variance. Regression equations by sex showed that thoughts of life were associated with internality and expectations of academic efficacy in females, and that thoughts of death were associated with expectations of academic inefficacy in males. The university counseling personnel should be especially sensitive to youths presenting with expectations of externality and of academic inefficacy. The latter variable seems to be particularly important, regardless of sex.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".