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
Fishery depletion is a driving force in the militarization of the South China Sea. Using Garrett Hardin’s theory “the tragedy of the commons” as an analytical lens, this paper explores the relationship between the lack of legitimate territory designations and the illegal overexploitation of wild fish stocks. It argues that China, as the regional hegemon, has triggered conflicts by pursuing an agenda of maritime territorial expansionism. Some Southeast Asian countries, affected by these resource-driven incursions, defend their exclusive economic zones through military buildup. Therefore, the rising violence and decreasing availability of fish force some non-commercial fishermen to pursue piracy as an alternate form of income. The findings of this paper suggest that increased militarism of the South China Sea has not only predominantly affected the lives of non-commercial fishermen but also negatively impacted the regional environmental health. In the future, without multilateral resource management, this militarization will only worsen.
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 | 0.001 | 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 | 0.000 | 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) | 0.070 | 0.007 |
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