Bibliographic record
Abstract
113 Submerged Reefs Rina Garcia Chua (bio) The Spratly Islands are located in the so-called South China Sea and consist of a number of small islands, reefs, atolls and rocks. These islands have been disputed with varying degrees of intensity for more than 50 years. They continue to be a point of dispute between six different states to this day. The Spratly Islands are claimed in whole or part by The People's Republic of China (PRC), The Republic of China (ROC/Taiwan), The Philippines, Vietnam, Malaysia and Brunei. —Lin Alexandra Mortensgaard, "The Spratlys Dispute" Click for larger view View full resolution [End Page 58] Rina Garcia Chua Rina Garcia Chua (Philippines/Canada) is a Jack and Doris Shadbolt Fellow in the Humanities at Simon Fraser University and she received her PhD from the University of British Columbia. Rina is poetry editor of Tiger Moth Review and co-editor of The Goose: A Journal of Arts, Environment, and Culture in Canada. "113 Submerged Reefs" was previously published in g u e s t #17, edited by Melanie Dennis Unrau, above/ground press (June 2021). Copyright © 2023 The University of Mississippi
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.101 | 0.028 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".