Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Xwelâqwiya is the life story of Rena Point Bolton, a Stó:lÅ matriarch, artist, and craftswoman. Proceeding by way of conversational vignettes, the beginning chapters recount Point Bolton's early years on the banks of the Fraser River during the Depression. While at the time the Stó:lÅ, or XwŽlmexw, as they call themselves today, kept secret their ways of life to avoid persecution by the Canadian government, Point Bolton's mother and grandmother schooled her in the skills needed for living from what the land provides, as well as in the craftwork and songs of her people, passing on a duty to keep these practices alive. Point Bolton was taken to a residential school for the next several years and would go on to marry and raise ten children, but her childhood training ultimately set the stage for her roles as a teacher and activist. Recognizing the urgent need to forge a sense of cultural continuity among the younger members of her community, Point Bolton visited many communities and worked with federal, provincial, and First Nations politicians to help break the intercultural silence by reviving knowledge of and interest in Aboriginal art. She did so with the deft and heartfelt use of both her voice and her hands. Over the course of many years, Daly collaborated with Point Bolton to pen her story. At once a memoir, an oral history, and an insider ethnography directed and presented by the subject herself, the result attests both to Daly's relationship with the family and to Point Bolton's desire to inspire others to use traditional knowledge and experience to build their own distinctive, successful, and creative lives.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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 it