The Surviving Sunset of Manila Bay and the Ethics of Environmental Justice in Philippine Ecopoetry
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
The Philippines, a country rich with natural resources, has taken steps to preserve its environmental megadiversity through the government’s existing environmental laws. However, reality seems to show a glaring disparity between what is being protected and what is being abused. The question is: what is fair to all? This paper’s primary purpose is to explore the aesthetics of local ecopoetry to discover whether the representation of environmental justice in literature can promote ecological fairness in the Third World. Using Hume’s concept of aesthetics to explore the inconsistency between the environmental laws and the message of the selected ecopoems, this study reveals that literature may be an important key to unlocking the solutions to the issue of environmental justice. Moreover, literature may serve as the unheard voice of the abused in the environment and may help pronounce the long-awaited verdict that the law cannot give to achieve environmental justice.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.006 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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