Ritual revitalisation as adaptation to environmental stress: skull-blessing in Bidayuh communities of Borneo
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
Ritual revival can be a powerful way to organise social response to environmental stress. This case study examined how Bidayuh communities in Borneo sought to revitalise a skull-blessing ritual (Gawea Nyobang) as an adaptive social response to environmental stress. A mixed-method approach of literature review, semi-structured interviews, participant observation and collaborative ethnography was applied to this study. Results suggest that the ritual revival addresses both environmental and social factors, and possibly relies on polycentric governance and multiple-leadership. Based on these findings, a framework for an emerging revitalisation movement is developed, which is adaptive, pragmatic, and visionary.
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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 | 0.001 | 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 | 0.002 | 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 it