Seal Fisheries of the Falkland Islands and Dependencies
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
This study offers a chronological history of seal fishing in the Falkland Islands and Dependencies from the eighteenth century to the early twenty-first. It concerns the fluctuating seal population due to sealing; the Atlantic and global demand for seal fur and oil; the competition between American, British, and Canadian sealers over the territory’s seal stocks; and the attempts by various ruling governments to prioritise domestic sealing, maintain sufficient seal stocks, and continue to make profit. It is comprised of nine chapters, the first and last chapters of which serve as introduction and conclusion. The study also includes eight appendices presenting tabled statistics, and a select bibliography. The appendices concern seal skin imports into London; vessel details at Puerto Soledad; the value and amount of seal products exported from the Falklands; Canadian sealing vessels entering Port Stanley; seal catch and oil yield in South Georgia; South Georgian seal catch summaries; South Georgian commercial catches by sealing division; and marine mammal products landed in the Newfoundland fisheries region.
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 | 0.000 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.003 |
| 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