Illustrations, Figures, and Tables
Bibliographic record
Abstract
Illustrations 63 Lantzville School 64 Making room for progressivism 71 Robert carves his initials 73 Formalist classroom structure 74 Progressive classroom structure 75 A library of good books 106 Cattle roundup south of Kamloops 116 The De Leeuw Ranch today 123 Looking up the Comox wharf, c. 1890 125 A panther shot near Victoria 127 Black Creek Bridge 128 Horace Smith Jr. of Black Creek 131 The exterior of a typical log and shake cabin at Comox 132 The interior of a typical log and shake cabin at Comox 135 Cougar Cecil Smith with a female panther and two cubs 136 Mack Laing with a black tail deer, Comox, 30 November 1934 137 Cecil Smith with a sheep-killing bear, Comox, 1929 139 Cougar Cecil Smith packing the heads and pelts of two juvenile cougars, Comox Valley, c.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.644 | 0.467 |
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; the direct Gemma label and the distilled Codex classifier 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".