Disability Management, Return to Work and Treatment
Bibliographic record
Abstract
Individuals with severely disabling mental illness receive more benefit from supported employment initiatives than from other vocational services, but these initiatives show variable job tenure and low implementation by governments. For those with less severely disabling mental illnesses, such as depression, evidence-based treatment results in substantial restoration of job function, and restored work function occurs in synchrony with reduced symptomatology. However, there is a substantial degree of residual impairment despite receiving standard treatment. Major research trends include an increasing focus on occupational recovery in less severe forms of mental illness and potential application of integrated disability management models to occupational recovery from disabling mental disorders. Promising research directions include effectiveness of standard mental healthcare in restoring work function; effectiveness of actively managing co-morbid mental health problems for disabling physical disorders; population factors affecting return to work in those with disabling mental disorders; identification of policies fostering occupational recovery for disabling mental disorders; effectiveness of innovative mental healthcare focused on occupational recovery; and organizational interventions to foster occupational recovery in employees with disabling mental 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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 | 0.001 |
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".