Academic control and action control in the achievement of college students: A longitudinal field 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
A contradiction to the typical pattern of academic success occurs when bright, enthusiastic high school students fail after entering university. Two measures, perceived academic control and action control (i.e., preoccupation with failure) were administered to 524 college students at the beginning of a 2-semester course. Achievement-related cognitions, emotions, motivation, and final grades were measured at the end of the course. High-academic-control students exerted more effort, reported less boredom and anxiety, were more motivated, used self-monitoring strategies more often, felt more in control of their course assignments and of life in general, believed they performed better, and obtained higher final grades. Failure-preoccupied students received higher final grades, which corroborated their self-reported performance. Of note, high-control, high-failure-preoccupied students outperformed the other 3 groups by 1 to 2 letter grades.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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