Adaptation and pilot testing of an HIV Behavioral Intervention- Chicos Net (CN) for Gay Latino Men (GLM)
Bibliographic record
Abstract
Chicos Net (CN) is a globally oriented research program aimed at preventing HIV transmission, initially developed for Latino MSM (men who have sex with other men) in Toronto, Canada. Later, it was modified to fit the cultural preferences of gay men living in Cali, Colombia. The study aimed to reduce the incidence of HIV infection in these communities. The intervention consisted of four sessions, 12 hours, following a prearranged manual. CN covers a range of subjects, such as deepening knowledge about HIV, investigating the impacts of homophobia, studying migration experiences on international (Canada) and local (Cali, Colombia) rural-to-urban scales, exploring dating, analyzing the repercussions of social isolation, and navigating LGBT environments. The intervention consisted of administering a questionnaire before and after and doing a pre-post t-test. The results demonstrate positive effects in terms of social support and efficacy in negotiating condom use.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".