Job insecurity, work‐induced mental health deprivation, and timely completion of work tasks
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
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.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it