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
This research paper attempts to underscore the growth of the Canadian personality reflected in The Stone Angel. The Canadians' psychological sufferings are largely caused by their country's subordinate position under the imperial power of America. In Canada, the citizen who is trapped between the American technological superpower with its spiritual poverty on the one hand and his own psychological unrest on the other fails to establish a workable balance between his needs and interests and the society's values and expectations. This "colonial mentality" prevents the Canadians from valuing themselves. They withdraw from reality into their inner world and cannot act because they see themselves as acted upon. Consequently, they accept to play the passive role which is extended by their self-conceit. The Canadian citizen who is victimized by different visible and invisible forces is psychologically disturbed, insecure and frustrated. In The Stone Angel, Margaret Laurence tries to diagnose and analyze the Canadian characters' psychic conflicts within their social and political framework. Furthermore, she investigates in the consciousness of the characters' personal life to study their relations to each other and to examine their potentiality. Laurence tries to help Canadians create a more positive identity, for she strongly disapproves of the negative destructive self-image created by the Canadians themselves and tries to rediscover their authentic selves.
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 | 0.000 |
| 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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