Trait conscientiousness, leader‐member exchange, job satisfaction and organizational citizenship behaviour: A test of an integrative model
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
Competing theoretical models were tested, linking organizational citizenship behaviour (OCB) to trait conscientiousness, job satisfaction and leader‐member‐exchange (LMX) quality. Meta‐analytic structural equation modelling results provide strongest support for a model wherein more conscientious employees display more OCB, which enhances LMX quality, leading to greater job satisfaction. In‐turn, employees reciprocate their higher job satisfaction by demonstrating more OCB. Beyond supporting the view that OCB represents employee reciprocation for the satisfying job experiences typically stemming from higher‐quality LMX, our findings help to legitimize the notion that OCB may be used, particularly by more conscientious employees, as a means of nurturing higher‐quality LMX and to gain access to more satisfying job experiences.
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 | 0.000 | 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