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
Savez-vous pourquoi on traite les francophones de frogs?? Connaissez-vous la signification du mot Ontario?? Quels bebes franco-ontariens sont devenus celebres dans le monde entier?? Combien de tresors se cachent dans la tourbiere d'Alfred?? Vous trouverez les reponses a toutes ces questions dans ce texte documentaire sur l'Ontario francais. Vous y trouverez aussi poeme, charade, chanson et mot mystere sur la francophonie ontarienne. L'auteure chevronnee Andree Poulin y presente les heros, l'histoire et la geographie de l'Ontario francais. Des photos d'epoque, des illustrations rigolotes et des bandes dessinees completent les informations presentees. Cet abecedaire hautement original est concu pour que les enfants apprennent en s'amusant. Ce livre raconte comment les Franco-Ontariens luttent fierement et depuis longtemps pour preserver le fait francais. Il souligne aussi l'importance d'aimer et de proteger notre magnifique langue francaise. Un documentaire captivant qui enrichira les connaissances des lecteurs de 7 a 77 ans.
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) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.025 | 0.004 |
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