Production of <i>prahok</i> under diminishing fish resources: Women as cultural custodians in Tonle Sap Lake, Cambodia
Bibliographic record
Abstract
Prahok (fermented fish paste) is a staple food for Cambodians. It is primarily produced by Cambodian women in fishing communities for both home consumption and sale. Analyzing how Cambodians produce prahok in the face of decreasing fish resources, this research found that the decisions made by women prahok producers were shaped not only by climate and economic considerations, but also by gender norms, livelihood alternatives, and family composition of respondents. Women’s perceptions regarding prahok production and consumption are closely tied to their role as caregivers in the household, as well as their sense of professionalism as entrepreneurs. While prahok is well-known as a food source, a livelihood, and a business for women, this research shows that it is also a marker of identity and pride for Cambodian women.
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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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".