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
Based on the critically acclaimed best-selling Canadian Oxford Dictionary, the Canadian Oxford Dictionary of Current English offers a reliable description of Canadian spelling , pronunciation and meaning in a handy, mass-market format. With 125,000 words, phrases and definitions, it features over 900 uniquely Canadian words and senses. Definitions are presented so that the meaning most familiar to Canadians appears first. Each of these entries is exceptionally reliable, the result of thorough research into the language and Oxford's unparalleled language resources. Throughout, it offers authoritative guidance on Canadian spelling, and pronunciations are given for difficult words using an easy sound-it-out system (ie for QWERTY Say KWUR tee). Designed to fulfill users' everyday reference needs, the Canadian Oxford Dictionary of Current English offers Canadians the core vocabulary for everyday use.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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