âHere in Paraguay we have to sacrifice so much to get anythingâ: Perceptions of Health and Healthcare Services among Subsistence Farmers in Paraguay
Bibliographic record
Abstract
In this Master's of Public Issues Anthropology thesis I examine the perceptions of health and healthcare services within a small rural subsistence farming community in South-Western Paraguay from a political ecology of health perspective. Qualitative research data was collected from May to September of 2010 in Lindo Manantial, a subsistence farming village, and Piribebuy, the closest town to Lindo Manantial and the location of the nearest health centre, the Piribebuy Centro de Salud. The primary goals of this research project were to gain an ethnographic understanding of current local health perspectives and concerns, as well as the local frameworks for health provision in Piribebuy. I argue that the introduction of culturally competent healthcare services could greatly improve individual and community health statuses and outcomes in Lindo Manantial and other similar rural subsistence farming communities in Paraguay.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.002 | 0.002 |
| 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".