Bibliographic record
Abstract
• Handmade Forests: The Treeplanter's Experience by Helene Cyr -Reviewed by Briony Penn (pgs: 111-2) • The Ecological Indian: Myth and History by Shepard Krech III -Reviewed by Theodore Binnema (pgs: 113-4) • At a Crossroads: Archaeology and First Peoples in Canada by Thomas D. Andrews, George P. Nicholas -Reviewed by Quentin Mackie (pgs: 114-6) • Glyphs and Gallows: The Rock Art of Clo-oose and the Wreck of the John Bright by Peter Johnson -Reviewed by Chris Arnett (pgs: 117-8) • Potlatch at Gitsegukla: William Beynon's 1945 Field Notebooks by Margaret Seguin Anderson, Marjorie Halpin • Transmission Difficulties: Franz Boas and Tsimshian Mythology by Ralph Maud -Reviewed by Regna Darnell (pgs: 118-21) • Sun Dogs and Eagle Down: The Indian Paintings of Bill Holm by Lloyd J. Averill, Steven C. Brown -Reviewed by Aaron Glass (pgs: 122-4) • Reclaiming Indigenous Voice and Vision by Marie Battiste -Reviewed by Jeanette Villeneuve (pgs: 125- 6) • The Coming of the Spirit of Pestilence: Introduced Disease and Population Decline among Northwest Coast Indians, 1774- 1874 by Robert Boyd -Reviewed by Robert Galois (pgs: 127-9) • Boys in the Pits: Child Labour in Coal Mines by Robert McIntosh -Reviewed by John Belshaw (pgs: 130-1) • City of Glass: Douglas Coupland's Vancouver by Douglas Coupland -Reviewed by Graeme Wynn (pgs: 132-3) • Encyclopedia of British Columbia by Daniel Francis -Reviewed by Cole Harris (pgs: 134-5) • The Paulo Freire Reader by Ana Maria Araujo Freire, Donaldo Macedo -Reviewed by Shauna Butterwick (pgs: 135 -7)
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.042 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.013 | 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 teacher head, 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".