TITLE Indigenous Women in a Canadian Teacher Education Program: Culture-Creators in Action.
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
Traditional educational practices of Indigenous Canadians were aimed at cultural transmission. All adults were responsible for educating the young, but because children stayed with the women until puberty, women played the most significant role in transmitting the culture. Adults with certain gifts and talents looked for similar attributes in children and then had the responsibility to nurture those gifts and talents to fruition through mentoring. Data from the 1991 Canadian census show that Indigenous women tend to work in service-providing areas, echoing their traditional nurturing roles, with approximately four times as many women as men working in education-related jobs. A 3-year study of eight Ojibwe women enrolled in a teacher education program revealed a strong sense of cultural continuity. Their most frequently mentioned goals as educators involved a sense of community responsibility expressed as concern for the children, future generations, and well-being of the people. The immediate challenge for
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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