From Fissured Consciousness to Awakening Consciousness: A Reading of Jeannette Armstrong’s Whispering in Shadows
Bibliographic record
Abstract
The history of mankind from the creation has witnessed that one section is always in the lowest rungs of the society, subjected to exploitation and hardship. The unfortunate aborigines in Canada come under this category. In spite of all the callous measures taken to deny these people space, the benevolent nature does not allow abolition of a race or a culture and a rudiment, has always subsisted to revive, to regenerate, and to take efforts to attain the parental ethnic disposition. The marginalized people, from a state of marginality are moving towards centrality. Jeannette Armstrong, a native Canadian writer through her novels has brought out the key issues in the political, cultural and linguistic struggles of Native Canadians. This paper reveals a process that leads to the formation of a wholesome community where they rediscover their own selves. From Fissured Consciousness to Awakening Consciousness: A Reading of Jeannette Armstrong’s Whispering in Shadows
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.023 | 0.055 |
| Scholarly communication | 0.009 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.011 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".