Review of <i>The Indian Commissioners: Agents of the Stateand Indian Policy in Canada's Prairie West, 1873-1932</i> by E. Brian Titley
Bibliographic record
Abstract
E. Brian Titley's The Indian Commissioners makes a fine contribution to Great Plains history and, in Canadian studies, the shaping of western Indian policy. The case of Canada's Indian Commissioners, appointed from 1873 to 1909 and again between 1920 and 1932, is worthy of a single study. Titley's thesis is solidly argued: though responsible for putting into practice Ottawa's policies, the five Indian commissioners in the history of the service retained some latitude in carrying them out. Beneficiaries of party patronage, and often enjoying the confidence of either the Prime Minister or various Ministers of Interior, they had backing enough to put their own stamp on policies of special concern to them. These included the treaty processes they oversaw and in some ways shaped, Native residential and industrial schooling, assimilation efforts, and changing reserve land policies.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.007 | 0.023 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".