Bibliographic record
Abstract
This book is dedicated to Lillian shirt, who was born on the Alberta saddle Lake Cree First nation in 1940 and who passed away in edmonton in 2017.she was an activist for many causes, beginning in the summer of 1969 when she set up her grandmother's tipi in edmonton outside of the City hall and later on the grounds of the Alberta Legislature Building to protest discrimination in housing.she had been evicted and no landlord would rent to this Cree, single mother.her activism that summer was the catalyst for the creation of a provincial plan for welfare housing. 1 Lillian did not stop there.It would take many pages to list all of her activities since that summer.That same year she helped to establish the Alberta native peoples Defense Fund to provide legal aid to Indigenous men and women.she took part in the 1969 Alcatraz Island occupation by native Americans.For five years, she lived in the Kootenay plains at the smallboy Camp, founded by Chief robert smallboy to draw attention to the conditions of Indigenous urban and reserve people.There she helped establish the robert smallboy school.Many of her activities from the sixties through to the new millennium related to the welfare and education of both mothers and children, and they included the nekawe Daycare, established in 1972, where the first language was Cree.she was an organizer of the sacred Circle program offered at prince Charles school, edmonton, where elementary students still receive Cree language instruction and where the needs of urban Indigenous students are addressed.Along with her sister, the late Jenny Margetts, Lillian
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.007 | 0.004 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.313 | 0.227 |
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".