The Impact of an Outpatient Program for Women with Substance Use-Related Disorders on Retention
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
Meeting the needs of women manifesting substance-use disorders is a goal in developing treatment programs for this population. As retention in treatment is positively related to treatment outcome, the length of stay in outpatient treatment of alcohol- and other drug-dependent women in Brazil was compared between two programs. Data were analyzed from 181 women entering a Mixed-Gender Program from 1986 to 1996 and from 80 women entering a Women-Only Program from 1997 to 1998. A greater 3-month retention rate was observed in the Women-Only as opposed to the Mixed-Gender Program. Moreover, the impact was more significant among the alcohol-dependent women. This finding suggests that the heterogeneity of women with substance-use disorders has to be taken into account when developing appropriate treatment strategies.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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