Bibliographic record
Abstract
Canadian Literature, especially in English is very susceptible to the concern of multiculturalism which fundamentally has originated from the cultural miscellany typifying also the writers themselves, predominantly in the recent decades. Canadian literature at times defines a clear amalgam of Diaspora that divulges strength and exuberance. This paper objectifies to scan a number of Canadian ethnic literatures, with an analysis to unearth and discuss issues that have cropped up during the past 50 years in Canada. The issues that need a governing platform to be discussed are postmodern aesthetics, ethnicity, race, search for identity, isolation, colonialism, nature of modernism, Quebec literature and gender equality. Whilst talking of multiculturalism my concern shall also rest upon the feminine identity issues raised by the Canadian native and non- native women writers that have been left astray while too much grappled in the question of multiculturalism. The women writers namely Margaret Lawrence, Margaret Atwood, Adele Dorothy Livesay and Carol Shields have very proficiently utilized the common theme pertaining to the identity of women, who are browbeaten, demoralized, subjugated and exploited. They fight back and rebel against the civilization and culture. Laurence and Atwood deal with a course of liberating. They never compel on to the reader their views but just recommend open possibilities. But the face of Canlit has greatly been transformed due to the influence of Carol Shields – the Man-Booker Prize Winner for ‘Unless’. Carol has highly written on the nonattendance of women’s voices and experiences in contemporary literature. A Fairly Conventional Woman, The Stone Diaries and Unless, as her feminine characters use work, conjugal as well as imaginative to surpass helplessness and subjection.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.045 | 0.020 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 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".