An extension of gray treefrog range in Manitoba and into Saskatchewan
Bibliographic record
Abstract
This is an unplanned sequel to an earlier article on Gray Treefrog distribution in west-central Manitoba, mostly in the northern Interlake region.4Except for mentioning two previous specimen records near Cowan and Camperville, and a few speculative comments about areas adjoining Duck Mountain and the Porcupine Hills, that article did not cover the region west of Lake Winnipegosis.Shortly after it was published, however, Gray Treefrogs were reported calling near Pelican Rapids, Manitoba, in 1997 (Ron Hooper, pers.comm.).Pelican Rapids is at the south-eastern corner of Dawson Bay, which is the most northwesterly arm of Lake Winnipegosis (see Fig. 1).In addition, there are two unconfirmed treefrog reports for Saskatchewan: one heard near Fort Qu'Appelle in 2007, and one that was reported as caught at Katepwa but neither kept nor photographed (Ron Hooper, pers.comm.).
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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; 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".