Enhancing Critical Reflection of Brazilian Community Health Agents’ Awareness of Social Determinants of Health
Bibliographic record
Abstract
This project aims to assess how Brazilian community health agents’ critical awareness of the social determinants of health was enhanced and led to a greater understanding of the major structural changes necessary to sustain health promotion initiatives. Educational workshops inspired by Paulo Freire’s ideas on critical pedagogy were delivered to 82 community health agents in three Brazilian cities. The workshops utilized evocative objects to link and develop participants’ conceptual and experiential knowledge. The participants exchanged connections and experiences and created hypothetical action plans to be implemented in collaboration with community members. The discussions were audio recorded, transcribed verbatim, and submitted to content analysis. The connections provoked by evocative objects were related to required assets for the development of a healthy community. As social advocates, they are already committed to a social movement for health equity to catalyze a more equitable distribution of social goods, promote social inclusion, and liberate communities.
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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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".