Crack Cocaine Users Seeking Treatment in Brasília
Bibliographic record
Abstract
ABSTRACT Aiming to identify the profile of outpatients seeking treatment for crack cocaine-related problems in Brasília, 132 clients receiving psychological services completed the Profile of Crack Consumption Questionnaire and the Cocaine Craving Questionnaire-Brief. Most participants were male (83.6%), single (38.8%), and housed (100%). First use was motivated predominantly by curiosity (65.9%), peer influence (58.3%), and easy access (50.8%). Most (65.2%) reported polysubstance use. The longest period of abstinence attained was four years (1.5%), and most (46.2%) reported less than 30 days of abstinence. The stereotypes of extreme social vulnerability of crack users and high lethal and addiction potential of the crack were challenged by this study. Efforts are needed to better serve those missed by the treatment system.
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How this classification was reachedexpand
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 | 0.001 |
| 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 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.794 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".