Does workplace incivility trigger the intention to self-initiate expatriation? An investigation among young Tunisian physicians
Bibliographic record
Abstract
Purpose This paper aims to examine the relationship between workplace incivility and the intention to self-initiate expatriation and whether this relationship is mediated by affective organizational commitment. It also explores the moderating role of career commitment in this proposed model. Design/methodology/approach The data were collected using a questionnaire among 145 young physicians from Tunisian hospitals. Hypotheses are tested using the PROCESS macro (models 4 and 7) in SPSS. Findings Workplace incivility is negatively related to affective organizational commitment, which in turn is related to the intention to self-initiate expatriation. Furthermore, career commitment moderates the indirect effect of workplace incivility on expatriate intention through affective organizational commitment. Specifically, when career commitment is high, the indirect effect on the intention to self-initiate expatriation is stronger. Originality/value This is one of the first studies to examine the indirect influence of workplace incivility on the intention to self-initiate expatriation. Moreover, it furthers our understanding of a contingent factor that influences this indirect effect.
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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 | 0.020 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 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 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".