Bibliographic record
Abstract
INSTITUTIONS AND INDIVIDUALS IN THE FILMS OF ATOM EGOYAN The majority of Atom Egoyan's films are set in contemporary Canada, a country regarded as one of the most civilised in the industrialised world, famous for its affluence, good working conditions, relative social equality and excellent standard of social welfare. ‘Egoyan's Canada' conforms to this picture, as his characters usually enjoy a comfortable and economically secure existence. In spite of comfort and affluence, they rarely give the impression of being happy. On the contrary, they seem to be unfulfilled, emotionally constrained, as well as suffering other problems associated with the dark side of the ‘postmodern condition'.(1) The purpose of this article is to discuss their situation as an illustration and critique of this condition. Institutions in private livesOne of the features of their lives is domination by institutions, which dictionaries define as ‘organisations or establishments, founded for specific purposes'....
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How this classification was reachedexpand
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 | 0.000 | 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".