Personal Stories: Voices of Latino Youth Health Advocates in a Diabetes Prevention Initiative
Bibliographic record
Abstract
The YMCA-Silicon Valley Racial and Ethnic Approaches to Community Health (REACH) U.S. Proyecto Movimiento (PM) Action Community project is a community-based partnership that aims to reduce the prevalence of diabetes among Latinos in the Greater Gilroy, California, area by delivering a prevention campaign across generations. A critical component of PM has been the creation of a Youth Health Advocate (YHA) afterschool club at three public high schools in Gilroy. The YHAs, who are trained on health, nutrition, diabetes, basic leadership skills, and digital storytelling, are at the forefront of the campaign targeting Gilroy youth. In their own words, the YHAs describe why they decided to become a YHA, the positive health impact of YHA activities on themselves and their family, and the positive impact on burgeoning leadership skills. The voices of YHAs in this prevention campaigns have brought value to the PM evaluation, and this qualitative element bears further examination in other community-based prevention campaigns.
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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 | 0.010 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.018 | 0.011 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.002 | 0.013 |
| Research integrity | 0.005 | 0.009 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".