Marie-Claude LAROUCHE, Jason LUCKERHOFF et Stéphane LABBÉ (dir.) (2017), Regards interdisciplinaires sur les publics de la culture. Québec, Presses de l’Université du Québec, Coll. « Publics et culture »
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
L’ouvrage decoule d’un colloque organise par l’Universite du Quebec a Trois-Rivieres en 2016. Comme le rappelle le prefacier, Bernard Schiele, ce colloque avait reuni divers specialistes pour debattre des « fondements theoriques et methodologiques » de leurs disciplines respectives et des resultats de leurs travaux « dans l’espoir qu’ils puissent etre utiles aux acteurs des milieux culturels et de l’education » (p. VII). Car les questions posees par le colloque et l’ouvrage qui en a resulte s...
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 | 0.006 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.026 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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