Est-ce que le numérique nous transforme:TV5 Monde, Grand angle
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
C'est un fait, nous sommes passés dans l'ère du numérique. Voilà qui transforme la société, mais voilà qui nous transforme nous aussi. Nous sommes de plus en plus impatients, de plus en plus sollicités aussi. Il faut être percutant, réactif. Est-ce que nous perdons le sens des réalités ou est-ce que le numérique nous permet d'imaginer autrement ? On en parle avec le sociologue Dominique Boullier, auteur de « Sociologie du numérique » (éditions Armand Colin) et l'artiste franco-canadien Grégory Chatonsky. \nInvités : Dominique Boullier, sociologue français, auteur de « Sociologie du numérique » ; Grégory Chatonsky, artiste franco-canadien.\nPrésentation : Mohamed Kaci.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.055 |
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