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
Un nouveau champ de recherche et d'enseignement, centre sur l'etude et l'amenagement de l'intelligence collective humaine techniquement augmentee emerge a l'echelle internationale. La finalite theorique de cette nouvelle science de l'intelligence collective est de comprendre de maniere operatoire le fonctionnement des groupes humains engages dans une activite cooperative au moyen d'ordinateurs ou de terminaux mobiles en reseaux. Cette science n'entend pas negliger les enjeux culturels, pratiques et esthetiques de ces activites de communication. Une approche cognitive semble etre l'element unificateur de ce nouveau champ, en s'appuyant sur la notion d'ecologie des idees et sur un outil baptise Jeu de l'intelligence collective (JIC). De nombreux archetypes abstraits et concrets en sont obtenus, ainsi que leurs combinaisons
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.014 | 0.006 |
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