When Sacred Water Becomes an Economic Good: Tensions and Governance Challenges in Mount Banahaw, Philippines
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
Mount Banahaw, an active volcano and a watershed tn the municipality of Dolores, Quezon province, Philippines, is also a considered a sacred place. This study discussed the community outcomes arising from the conceptual dichotomy of perceptions of multi-use of water by formal organizations such as water districts for domestic use and by informal organizations such as the religious groups for the sacred or religious use of water from the sacred mountain; and the negotiations among these different actors and agents for water access. Results distilled lessons around the interlocking themes of water use and institutions in the access and allocation of water resources as water transits from non-consumptive use to use value. Polycentric water governance is necessary in the context of Mount Banahaw’s cultural, social and economic realities.
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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 | 0.000 | 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 | 0.001 |
| 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