Healing Herbs and Dangerous Doctors: “Fruit Fever” and Community Conflicts with Biomedical Care in Northeast Thailand
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In Northeast Thailand, khai mak mai (fruit fever) is a local, ethnomedical category of illness identified by community members as untreatable by biomedical health providers. The illness is believed to be incompatible with several substances that may induce death, including fruit as well as two forms of medication associated with biomedical care: injections and intravenous solution. Consequently, fevers suspected of being khai mak mai are treated by herbalists while biomedical health services are avoided and feared. In this article, I examine local perceptions and treatment of khai mak mai. I also explore the context and consequences of concerns about the inadequacy of biomedical care, as well as the social meanings associated with the illness and the political-economic context that shapes both the meanings of, and everyday responses to, fevers suspected of being khai mak mai.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.014 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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 it