When Do Ruminations About Life-Threatening Crises Threaten Creativity? The Critical Role of Resilience
Bibliographic record
Abstract
This study adds to creativity research by investigating the connection between employees’ ruminations about life-threatening crises and their creative work behavior, with a specific focus on the mediating role of their experiences of personal life-to-work conflict and the moderating role of their resilience in this connection. Cross-sectional survey data (N = 710) gathered from employees who operate in the health-related distribution sector indicate that a key factor that underpins the connection between persistent worries about deadly crises and thwarted creativity at work is that personal life worries spill over into the work domain, but this detrimental effect is less salient if employees can bounce back from difficult situations. For organizations, this investigation reveals a critical conduit, personal life – induced work strain, through which employees’ struggles to ban negative thoughts about excruciating crises translate into a lower propensity to develop novel ideas for organizational improvement. It also reveals how organizations can mitigate this risk by making their workforce more resilient.
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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 | 0.007 | 0.049 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".