(in)visible bodies and (de) contextualization: A critique of the Independent Review of Cathedral Valley Group Home
Bibliographic record
Abstract
AbstractThe Report on the Independent Review of Cathedral Valley Group Home (Tuckett, 2010) was commissioned by the Minister of Family Services and Consumer Affairs due to allegations by the former Indigenous residents, who claimed that various forms of exploitation had occurred. The home was operational in the 1970’s and early 1980’s in Manitoba, and although non-Indigenous children and youth resided in the home, the majority of its residents were Indigenous. Although the report was an attempt to evaluate the treatment of the residents that stayed at the group home, the Report on the Independent Review of Cathedral Valley Group Home instead further marginalizes the voices of those Indigenous residences through narratives that de-race, decontextualize and privilege the non-Indigenous voice.
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 | 0.076 | 0.086 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.007 | 0.006 |
| Science and technology studies | 0.023 | 0.096 |
| Scholarly communication | 0.022 | 0.008 |
| Open science | 0.006 | 0.008 |
| Research integrity | 0.009 | 0.011 |
| Insufficient payload (model declined to judge) | 0.002 | 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".