Competence and Satisfaction in Occupational Performance Among a Sample of University Students: An Exploratory Study
Bibliographic record
Abstract
Success at university may be influenced by concerns with occupation and occupational performance. To understand occupations of concern and occupational performance among a sample ( N = 144) of university students in the Midwest United States, the Canadian Occupational Performance Measure was administered. Socially related ( n = 103), academic-related ( n = 75), and work-related ( n = 64) occupations were the three most frequently reported occupational concerns. Time management ( n = 79) was the most frequent person-level concern. Mean self-perceived competence in occupations was 29.83 ( SD = 7.18) out of 50 and mean performance satisfaction was 26.80 ( SD = 8.01) out of 50. There were no differences in occupational performance across gender, race/ethnicity, class standing, living environment, or work status. However, within participants, there was a significant and clinically relevant difference between performance satisfaction and self-perceived competence in occupation, t(143) = 7.052, p < .0005, d = 0.58. Students have varied occupations that they find important, and future research should explore how occupational performance and performance satisfaction influence university success.
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How this classification was reachedexpand
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 | 0.012 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".