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
Subject: Catches, vessels and fishermen in Newfoundland, 1698-1833Case Study: ObjectivesThis HMAP case study is designed to enhance knowledge and understanding of the interaction of human societies and the marine environment through analysis of the relationship between levels of cod catches and fishing effort in the ‘Newfoundland fishery’ from the late 1660s to the early nineteenth century. It seeks to attain this goal by:* extending the chronological range of previous analyses by assessing rates of catch-per-unit-effort in the second half of the seventeenth century, before the English Colonial Office commenced collecting annual census statistics in 1698 (see dataset 6);* broadening the spatial scope of previous investigations by disaggregating the historical data pertaining to the British Newfoundland fishery, 1698-1833, into regional divisions, and analysing them to identify the factors that explained the spatial development of the fishery over time.
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 | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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