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
Extensive world‐wide emigration to Canada has resulted in the widely‐held perception that this self‐declared, “multicultural”country is characterized by considerable religious diversity. National census data, however, suggest that such a religious mosaic is largely a myth. The proportion of Canadians who identify with Christianity remains high, while those who adhere to Other Faiths has risen only slightly over time. To the extent that religious intermarriage takes place—primarily with Catholics and Protestants—the tendency is for Other Faith women and men to raise their children in their partner' tradition. As a result of such assimilation patterns, Christianity continues to enjoy a significant numerical monopoly in Canada.The census further reveals that smaller new religions are also having difficulty making inroads. In short, Canada is characterized by an extremely tight “religious market” that continues to be dominated by Catholic and Protestant “companies.”
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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