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 article examines the significance of Shakespeare in the work of Rohinton Mistry, especially Such A Long Journey (1991). Born in Bombay and emigrating to Canada in 1975, Mistry is a Canadian novelist who writes primarily about the India of his youth. His use of Shakespeare signals Canada's shared heritage with India as former British colonies, allowing Mistry to participate doubly in the postcolonial tradition of creative engagement with Shakespeare. It demonstrates, as well, that Canadian appropriations of Shakespeare extend beyond French, English, and native Canada, calling attention to Shakespeare's particular meaning and relevance within the large population of Indo-Canadians. Through Shakespeare, Mistry addresses the problems faced by contemporary urban Indians and Canadians alike: the trials and tribulations of immigration, the limitations and vulnerabilities of classic liberal multiculturalism and its cosmopolitan ideals, and the challenges of membership in a minority community.
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 | 0.001 | 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) | 0.001 | 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