Bibliographic record
Abstract
The Frontier World of Edgar Dewdney is a biographical study of a man who played a key role in the cataclysmic events which marked the political, social, and economic transformation of western Canada in the latter half of the nineteenth century. An immigrant adventurer seeking his fortune in the colonies, Dewdney was embroiled in the gold rushes of the 1860s, the B.C. debates on Confederation, the Riel Rebellion of 1885, political evolution in the North-West Territories, and the Klondike gold rush. For several years Dewdney held important public offices, such as Indian commissioner of the North-West Territories and Minister of the Interior, positions which allowed him to shape the course of events. In many ways, Dewdney's career is a metaphor for the maturing western frontier. In following his exploits, we follow the story of a region experiencing breathtaking change. Brian Titley's purpose in this book is not to praise, but to offer a critical appraisal of Dewdney as a type -- a representative of that class of adventurer who saw in the new land an unprecedented opportunity for self-aggrandisement.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.004 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".