Bibliographic record
Abstract
inter was a generally timid affair in the southern reaches of the expansive Atlantic region but not so in Labrador, northern New Brunswick, and the Great Northern Peninsula of Newfoundland, where it was colder than normal.Temperatures dipped as low as -45 degrees C in western Labrador, though snowfall there by the end of the period was only about half of the long-term winter average (300 cm).When one considers that this Region stretches some 1920 km from Cape Chidley in the north to Cape Sable in the south, such extremes should not be unexpected.A good indication of this sharp climactic difference between north and south was the number of species detected in two adioining provinces: Nova Scotia had a record 209 species for the period (BMy), while New Brunswick also raised the bar with 167 species (SIT).Extensive ice did not form in the Gulf of St. Lawrence until early January, resulting in a generally unhurried exodus of waterbirds.In keeping with recent mild winters, many species of half-hardy lingers continue to set new endurance records, especially in Nova Scotia and the Avalon Peninsula.
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 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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.183 | 0.055 |
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".