Organizational Communication, Job Stress and Citizenship Behaviour of IT Employees in Nigerian Universities
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 study examined the relationship among organizational communication, job stress, and citizenship behaviour of IT employees in Nigerian universities and investigated if differences existed in the rating of these variables between federal and state university employees. Data were collected from IT employees in University of Agriculture Makurdi and Benue State University Makurdi (n = 49). Using Pearson correlation coefficient, t-test and regression model as tools of data analysis, the study found that there was no difference in organizational communication and stress levels between IT employees in federal and state universities. However, differences existed in citizenship behaviour between the two samples, with IT employees in the state university showing higher levels of citizenship behaviour. The study also found a significant positive relationship between organizational communication and citizenship behaviour while stress levels were not found to be related to either organizational communication or citizenship behaviour. The implications of the findings were discussed with recommendations made.
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 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 | 0.000 |
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