Book Review: MIHAELA MUDURE, “ALTE LECTURI CANADIENE / OTHER CANADIAN READINGS”. CLUJ-NAPOCA: CASA CĂRȚII DE ȘTIINȚĂ, 2020, 195 P.
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
It is a commonly held opinion that Canada’s political and economic contributions to the global scene are linked almost exclusively with the tipping points of history, such as the two World Wars and some more recent conflicts. Indeed, if Canada has a “great story” to tell, as Prime Minister Justin Trudeau declared some years ago in an interview given to Maclean’s magazine, to many it remains unclear wherein this alleged greatness lies. And yet, on the literary stage, Canadian voices have been an integral part of a more convincing narrative, as demonstrated by the internationally-acclaimed names of Margaret Atwood, Alice Munro or Michael Ondaatje, to mention but a few.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.163 | 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