Surviving men’s depression: Women partners’ perspectives
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
While men's gendered experiences of depression have been described, the perspectives of women partners who are affected by men's depression have received little attention. Women partners were recruited to explore how men's depression impacts them and its influence on gender regimes. Individual interviews with 29 women spouses were coded and analysed. Although idealized femininity positions women as endlessly patient and caring, our findings reveal significant challenges in attempting to fulfil these gender ideals in the context of living with a male partner who is experiencing depression. The strain and drain of living with a depressed man was a key element of women's experiences. Four sub-themes were identified: (1) resisting the emotional caregiver role, (2) shouldering family responsibilities, (3) connecting men to professional care and (4) preserving the feminine self. The findings suggest that men's depression has great potential to dislocate heterosexual gender regimes, and attention to gender relations should be included to ensure successful care management of men who experience depression.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.029 | 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