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
<JATS1:p>This new volume in the Greenwood Press series Reference Guides to the World's Cinema discusses the films and personalities of the Canadian cinema. This guide encompasses the diverse output of both the English and French Canadian communities and includes 175 films and 125 filmmakers and actors. Alphabetically arranged entries discuss important films, actors, directors, shorts, and a number of experimental films. With few exceptions, films are included only if their production company was incorporated in Canada. Similarly, filmmakers and actors represent people who have worked primarily in Canada.</JATS1:p> <JATS1:p>This guide will interest scholars, students, and film buffs. Brief bibliographies after each entry provide sources for further reading. Three appendixes provide additional information regarding Canadian born filmmakers and actors excluded from the main text, winners of Canadian film awards, and a listing of the top ten Canadian films.</JATS1:p>
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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