Preying on those close to home: witchcraft violence in a Papua New Guinea Village
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
Recent attacks on suspected witches in Telefomin led to several deaths and the flight of families in fear of their lives. This violence has much in common with similar events elsewhere in PNG, but there are important differences as well: accusations do not have a misogynist cast (all the targets were men), and the witchcraft is attributed to non‐indigenous sources. As in many PNG instances, the police failed to prosecute homicides arising from witchcraft accusations, a fact that has led to widespread local concern. In this paper I present the Telefol cases with a focus on the relation of perpetrators to their victims and to the community at large. I argue that certain aspects of the regional economy combined with a generic witchcraft discourse and the ineffectiveness of the state have fostered a lethal crisis in the relation between villagers and male youth.
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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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it