Role Efficacy, Role Clarity, and Role Performance Effectiveness
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
The main purpose of the study was to examine role clarity as a moderator of the role efficacy-role performance relationship. A secondary issue was to investigate the influence of role clarity on role efficacy and role performance. On the basis of Bandura’s theorizing, it was hypothesized that role efficacy should be a good predictor of role performance effectiveness only under conditions of high role clarity. Individuals reporting higher role clarity were expected to be more efficacious and perform better than those with lower role clarity. Consistent with hypotheses, role clarity moderated the prospective relationship between role efficacy and role performance effectiveness in the predicted direction for offensive role functions. Individuals who reported higher role clarity also reported higher role efficacy and performed better than those with lower role clarity. Results are discussed in the context of self-efficacy theory. Further prospective examinations, as well as experimental designs, are recommended.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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