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
Découvrez Montréal et ses secrets à travers l'oeil du photographe Bruno Ricca et les mots de la poète Jeanne Painchaud. Au fil des pages, des haïkus animeront les images et le rythme de la vie de cette ville magnifique. Une visite qui vous fera voir cette métropole sous un nouveau jour. Le cadeau idéal, pour petits et grands, afin de célébrer le 375e anniversaire de Montréal. La rue Sainte-Catherine s'invite dans une double-page pour une petite chasse aux lettres, aux 26 lettres de l'alphabet. Une activité familiale qui vous permettra de traverser la ville d'ouest en est. La poète complète l'ouvrage avec de précieuses informations sur certains lieux et événements qui ont marqué la ville au fil des ans. (source electre)
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.014 | 0.017 |
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