Receiving Workplace Mental Health Accommodations and the Outcome of Mental Disorders in Employees With a Depressive and/or Anxiety Disorder
Bibliographic record
Abstract
OBJECTIVES: To investigate the association between receiving workplace accommodations and the 1-year risk of mood/anxiety disorders. METHODS: A general population sample of employees in Alberta, Canada, with a prior or current mental disorder (N = 715) was observed for 1 year. Mental disorders were determined on the basis of the Diagnostic and Statistical Manual, 4th revision, criteria. RESULTS: In participants who needed but did not receive any accommodations, 30.8% had a mood/anxiety disorder 1 year later. Receiving needed accommodations was associated with a lowered risk of 24.5%. Logistic regression showed that the percentage of having accommodation needs met was significantly associated with the risk of a mental disorder 1 year later (odds ratio = 0.27; 95% confidence interval = 0.11 to 0.65). CONCLUSIONS: Receiving needed accommodations was associated with better outcomes for mental disorders. Studies are needed to confirm the effectiveness of specific accommodations for enhancing the prognosis of mood/anxiety disorders.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".