Jean-Nicolas DE SURMONT, dir. : « M’amie, faites-moi un bouquet… » Mélanges posthumes autour de l’œuvre de Conrad Laforte. Montréal : Presses de l’Université Laval, Éditions Charlevoix, 2011
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
Bien nomme, ce livre est un vrai bouquet de dix-sept textes publies sous la direction de Jean-Nicolas De Surmont avec la collaboration de Serge Gauthier. Il s’agit d’un melange posthume rendant hommage a Conrad Laforte, ethnologue bien connu pour son travail comme bibliothecaire et archiviste ayant œuvre de 1951 a 1988 a la classification, a l’amplification et a la mise en valeur de la vaste collection de litterature orale des Archives de folklore de l’Universite Laval (Quebec, Canada). Pour ...
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.008 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 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