On planning the Special issue, “The Stress Check System”—From the viewpoint of the process of the stress check system establishment
Bibliographic record
Abstract
The Brief Job Stress Questionnaire (BJSQ) developed by us in the year 2000 has been widely used in the workplace.The BJSQ consists of three factors; Job stressors, psychological stress reactions and social supports.The government which felt uneasy about deterioration of mental health in a workplace worked out a new policy; the Stress Check System that the BJSQ was utilized.This system is aimed for the primary prevention of mental health disorder, which is linked to remind the worker of his/her own condition of stress and to improve of the workplace environment, and is thought to be an advanced policy.However, various problems are left in this system.There are in particular some problems that should be improved in use this system, such as the choice of the person of high stress.In this special issue, three experts in the field of the occupational health report the problems of the system.
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.
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 | 0.014 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.006 | 0.002 |
| Research integrity | 0.000 | 0.002 |
| 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; both teacher heads agree on what is shown here.
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".