Community services and asset mapping: the needs of depressed urban women
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 aim of this study was to examine the perceptions of community service providers concerning depression in women. The resources and services offered by the volunteer and non-profit community organizations within Halifax Regional Municipality were also assessed. Representatives from 30 volunteer and non-profit organizations were interviewed to gain knowledge about their perceptions of the causes, prevention, and treatment of depression in urban women and the services they could offer to women in their community. The interviews were tape recorded and subjected to content and thematic analyses. The results from this study demonstrate that participants view the causes of depression and the prevention of depression from an environmental perspective. However, participants viewed treatment services corresponding more with a traditional medical/deficit model. Possible explanations for the contradiction between causes and treatment services are discussed. The results from this study confirmed that the resources offered by the community organizations are more compatible with an environmental model and the participants are willing to participate in a community project to assist depressed women.
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 | 0.001 | 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 | 0.001 | 0.001 |
| 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