Bibliographic record
Abstract
"Experiences during thirty years' trapping in the Chilcotin Also: Canadian Books in Print, 1972, lists a Toronto, Clarke, Irwin, 1959 ed. No copy located. Also: London, Hutchinson [1960, c1959] 271 p. Reprinted 1960. Also: German translation, Das neugeschaffene Paradies; drei Menschen besiegen die Wildnis. Mit 12 Naturaufnehmen auf Kunstdrucktafeln und einer Kartenskizze im Text. Ruschlikon-Zurich, Albert Muller Verlag [c1961] 270 p. illus., map, ports. 21 cm. Translated by Marga Ruperti. Also: French translation, La riviere des castors (Three against the wilderness). Traduit de l'anglais par Michele Causse, et Maurice Muller-Strauss. Paris. Flammarion, Editeur [c1961] 251 p. illus., ports. 21 cm. (L'Aventure vecue). Also: Illustrated by Joseph Cellini. Toronto, Clarke, Irwin & Company Limited, 1962. 349 p. illus., map, ports. 19 cm. (A Clarke, Irwin-Dutton paperback, D91). Also: Cuddy lists a New York, E.P. Dutton, 1964 ed. No copy located. Also: Toronto,
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.035 | 0.014 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.020 | 0.002 |
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".