Community-based HIV education and prevention workers respond to a changing environment
Bibliographic record
Abstract
The purpose of this study was to understand the culture, values, skills and activities of staff involved in education and prevention activities in community-based AIDS Service Organizations (ASOs) in Ontario, Canada, and to understand the role of evaluation research in their prevention programming. In this qualitative study, 33 staff members from 11 ASOs participated in semi-structured interviews that were analyzed using the grounded theory approach. ASO staff experience tension between a historical grassroots organizational culture characterized by responsiveness and relevance and a more recent culture of professionalization. Target populations have changed from being primarily gay men to an almost unlimited variety of communities. Program emphasis has shifted from education and knowledge dissemination to a broadly based mandate of health promotion, community development, and harm reduction. Integration of evidence of effectiveness, social-behavioral theory, or systematic evaluation is uncommon. Understanding these points of tension is important for the nursing profession when it is engaged with ASOs in programming or evaluation research.
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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 | 0.004 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.006 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".