Figure 1. – The 56 in Capelin beach spawning diaries: an analysis of 30 years of citizen science data from the island of Newfoundland, Canada
Bibliographic record
Abstract
Figure 1. – The 56 capelin spawning beaches (red dots) that were monitored as part of the citizen science capelin spawning diary program along the southeastern and eastern coasts of Newfoundland, Canada (NAFO Divs. 3KLPs) for the years 1991-2021. FB (Fortune Bay), WB (White Bay), SPM (St. Pierre and Miquelon). There are four capelin stocks in the Northwest Atlantic: NAFO Divs. 2J3KL, NAFO Div. 3Ps, NAFO Div. 4RST, NAFO Divs. 3NO. Grey contours are 100 m and dark grey contours are 500 m bathymetry.
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.
How this classification was reachedexpand
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.016 | 0.010 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.014 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".