Women with Depression: The Importance of Social, Psychological and Occupational Factors in Illness and Recovery
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
Abstract Depressive disorders are more common in women than men. The reasons for this gender difference are explored from a biological, psychological, sociocultural and occupational science perspective. The unique features of depression for women include not only differences in symptom profile, but also in the course and response to treatment. Moreover, the resultant severity of symptoms impedes recovery and causes more functional impairment for women. The concept of work‐life balance including practical aspects of time crunches as well as perceptual aspect of feeling overwhelmed is explored in an effort to understand this phenomenon. The costs associated with work‐life conflict as well as the gender differences with women having more work‐life conflict then men are reviewed. The application of the occupational science perspective in the understanding of the unique features of impairment and dysfunction for women with depression is reviewed through case example. Key words: Work‐life balanceWork‐life conflictOccupational rolesOccupational disruption
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.
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 | 0.000 | 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 it