Mark I Role Model and Inspiring Catalyst : Some Characteristics from a Perspective of Four Decades
Bibliographic record
Abstract
Raoul Blanchard's impact on geographic thought in Canada can be summarized in five major categories: 1) a methodical seeder of geographic ideas during regular visits in a land which he loved ; 2) a provider of a tangible methodology to colleagues and students in Québec ; 3) a regionalist who transplanted the approach acquired from his mentor and fused it with his own individual synthesizing technique; 4) a networker who possessed a remarkable personal style of communication; and 5) a philosopher malgré lui who embraced and intertwined a number of epistemologies and stated that he rejected them all. Blanchard's three thousand plus pages on Canada constitute a scholarly, reliable, and readable base for first generation Canadian (Mark I) francophone geography. He was an inspiring catalyst and personal friend of the author and many of his contemporaries, and more importantly a Promethean progenitor to second and third generation Canadian geographers.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.018 | 0.022 |
| Scholarly communication | 0.015 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".