NCN Otinawasuwuk (receivers of children) : taking control of birth in Nisichawayasihk Cree Nation
Bibliographic record
Abstract
FRAMEWORK 2.0 Introduction 13 Z.LCritical Social Theory 15 2.1.1 Domination and Euro-Canadian Aboriginal relations l5 2. 1 .2Science as ideology, method and domination 18 2.1.3social-historical constituting of the subject and knowledge l9 2.1.4A framework for dialectics ZI 2.2 Postmodern Perspectives 25 2.2.1The docile body 26 2.2.2 Governmentality: power/knowledge/discipline 28 2.2.3 Resistance and subjugated knowledge 30 2.2.4Many voices in our midst 3l 2.3 Gender Sensitive Perspectives 34 2.3.1 First Nations gender orientation 34 2.3.2Ãn integrated approach to gender 38 2.3.3Researcher gender perspectives 38 2.3.4Gender sensitive
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.013 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.007 | 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 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".