Review of <i>Life Stages and Native Women: Memory, Teachings, and Story Medicine</i> by Kim Anderson
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
Life Stages and Native Women unearths the vital teachings of fourteen diverse Indigenous elder oral historians who share their knowledge about the life cycle of Native women. From conception to walking, childhood and youth, adult years, to grandmothers and elders, author Kim Anderson weaves the four life stages from a series of oral history interviews conducted over a period of five years beginning in 2007. Cree/Metis elder and master storyteller Maria Campbell guides Anderson on her journey to gain knowledge from a generation of Creel Metis, Cree, Saulteaux, and Ojibwe elders, each of whom holds tightly to the stories of her people amid the severe stresses of colonization from the early to mid-twentieth century in Saskatchewan and Ontario, Canada.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it