Bibliographic record
Abstract
Phthiraptera euarctidos Hopkins, 1954, Trichodectes pinguis Valid Name: Trichodectes euarctidos Hopkins, 1954 holotype + allotype (2 male /female, slide) Verbatim: Dom. Entom. Lab. Kamloops, B.C. No 1193 Loc Gray Crk B.C. 3 June 1936 Host Euarctos americanus Coll T.K. Molliet / CNC 165268. Interpretive data: CANADA. British Columbia: Kamloops, Gray Creek, 49°37′48.69″N 116°47′3.33″W, 3.vi.1936, ex Ursus americanus Pallas, T.K. Molliet, CNC Type No. 21208, CNC165268. Determination: Trichodectes pinguis euarctidos Hopkins ♂ Holotype + ♀ allotype / HOLOTYPE Trichodectes pinguis euarctidos H CNC No. 21208 / ALLOTYPE Trichodectes pinguis euarctidos H. CNC No. 21208. gibsoni Hopkins, 1947, Lagopoecus holotype + allotype (2 male /female, slide) Verbatim: Canadian National Collection C.R.T. Loc.: Dollard, SASK. Host: Centrocercus urophasianus Date: 10.VII.1935 Coll.: C.F. Holmes / CNC 165223. Interpretive data: CANADA. Saskatchewan: Dollard, 49°36′51.27″N 108°35′1.23″W, 10.vii.1935, ex Centrocercus urophasianus (Bonaparte), C.F. Holmes, CNC Type No. 5693, CNC165223. Determination: Can. Nat. Coll. Type no. 5693 Lagopoecus gibsoni Hopkins HOLOTYPE ALLOTYPE.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.057 | 0.017 |
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".