Job insecurity, work‐induced mental health deprivation, and timely completion of work tasks
Bibliographic record
Abstract
To unpack the relationship between employees’ job insecurity and their timely completion of work tasks, this study proposes a mediating role of beliefs about work‐induced mental health deprivation and a moderating role of religious faith. Three‐wave survey data from Pakistan‐based workers and supervisors in the banking industry indicate a critical reason that an unstable job situation diminishes the chances that employees finish work activities on time: their convictions that the employer compromises their mental health. Religious faith mitigates this harmful effect, through diminished work‐induced mental health deprivation, such that the impact on work activities is weaker among employees who can draw from their religious beliefs. For human resource managers, this study highlights a salient risk for employees who worry about their future in the organization and make the situation worse by failing to meet deadlines; it also reveals some options to mitigate this risk by leveraging employees’ pertinent personal resources.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 source (direct Gemma or distilled Codex), 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".