Bibliographic record
Abstract
My soul resides on an island in Muskoka.But I am a settler.I am not indigenous to Muskoka.Like most of the people in the story that follows, I visit Muskoka for only part of every year.But my identity, who I think I am, and how I see the world, have been shaped by the place my family and I call "the cottage."I started visiting it when I was very young.My parents brought my brother and sister and me to the cottage for two months every summer.And my father came every summer with his parents and siblings when he was young.Te cottage was built in 1886 on land purchased from the Crown in 1873.Te people who had it built, and each generation of settler families who spent their summers there since, including my own, have dispossessed the Anishinaabeg people who called (and continue to call) this part of the world home.Tis book cannot undo that injustice, but it can acknowledge that my own past, and my ongoing relationship with a place that means everything to me, is part of a larger history of colonialism, dispossession, and violence that shaped, and continues to shape, the lives of Indigenous peoples in Canada.
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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 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.336 | 0.170 |
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".