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
Recit d'une renaissance, ode a la beaute et au mystere du monde, le nouveau roman de Christian Signol convoque des themes chers a l'auteur d'une oeuvre qui celebre la nature et denonce le danger qui la menace. Sur la terre comme au ciel est l'histoire poignante d'un pere et d'un fils separes par le destin. L'un n'a jamais quitte la terre qui l'a vu naitre, cet univers immuable auquel il est visceralement attache et dont il connait les moindres secrets. L'autre, pousse comme un oiseau migrateur vers un ailleurs plein de promesses, est parti au Canada a la decouverte des grands espaces et n'a plus donne de nouvelles depuis dix ans. Jusqu'au drame qui, peut-etre, les ramenera l'un vers l'autre.Christian Signol a ce talent pour evoquer l'immensite du ciel, les etes flamboyants et les aubes limpides. Des etangs du Touvois aux grands espaces du Nord quebecois, ce recit pudique est un hymne au pouvoir consolateur d'une nature magnifiee par la noblesse et la beaute des grands oiseaux libres.
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 | 0.001 | 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) | 0.023 | 0.001 |
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