An Analysis of Work Engagement Among Workers With Mental Disorders Recently Integrated to Work
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
The purpose of this study is to determine the validity of the work engagement construct among mentally ill workers and to develop a nomological network delineating the relationship of work engagement with its antecedents, and its consequences in this specific population. Three hundred and ten people with mental disorders employed in Italian social enterprises accepted to take part in this longitudinal study and filled out the Utrecht Work Engagement scale (UWES-9) and questionnaires on severity of symptoms perceived, social support from coworkers and supervisor, and occupational self-efficacy. Individuals who were still eligible at the 12-month follow-up phase of the study completed a questionnaire on future working plans. Confirmatory factor analysis and path analysis were used to validate the UWES-9 and test its nomological network. The results indicated how work engagement, as well as its drivers, impacted important work outcomes, such as to work in the open labor market, in workers with mental disorders.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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