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 professionnel des relations publiques peut-il échapper aux pressions de ses patrons lorsqu’ils décident de taire la vérité, de construire des scénarios autour de demi-vérités, de pratiquer la désinformation? La réponse est non. Dès lors, le professionnel des relations publiques devient un mercenaire au service de gens sans scrupules, ou se transforme en avocat et défend la cause de ses employeurs sans souci du bien public. Comment empêcher que cette situation perdure? Trop souvent le professionnel des relations publiques doit se soumettre ou se démettre. Pour éviter le dérapage continuel de la profession des relations publiques, il faut absolument que les associations professionnelles acceptent de livrer un combat sur la place publique contre les dérives du métier. Or, rien n’indique qu’elles soient prêtes à livrer ce combat.
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 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.019 | 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