Bibliographic record
Abstract
Cindy Scott is a proud lesbian woman and a survivor of the Huronia Regional Centre (HRC), an institution that housed persons diagnosed with intellectual disabilities 1876-2009. She is known for her work in Orillia, Ontario speaking about institutionalization and on behalf of residents who died and were buried in the cemetery on HRC grounds. For the past four years, Cindy has been a co-researcher working with Recounting Huronia: a collective of researchers, artists, and survivors using arts-based and storytelling methods to return to and preserve lived memories of the HRC. The research team often operated in pairs, in monthly workshops that used scrapbooking, poetry, cabaret performance, and other arts-based methods to articulate traumatic memories. The stories told here came from workshop exchanges between Cindy and fellow Recounting Huronia member Jen Rinaldi, and are anchored in scrapbook entries they developed together in Recounting Huronia workshops. Cindy retold these stories for Jen to transcribe, and Jen has provided some context via footnotes.
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 | 0.001 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.023 | 0.011 |
| Scholarly communication | 0.007 | 0.008 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.004 | 0.012 |
| Insufficient payload (model declined to judge) | 0.013 | 0.004 |
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".