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
Le paradoxe de Facebook est d’etre a la fois une entreprise cotee au NASDAQ a un prix tres speculatif et devenue en dix ans un quasi-service public. De plus, chaque utilisateur consent a laisser la societe exploiter son activite en ligne pour doper son offre publicitaire et devenir extremement rentable. L’ecosysteme Facebook incarne un capitalisme cognitif devenu plus puissant que bien des Etats. La question actuelle est de savoir si cette entreprise saura gerer les responsabilites mondiales que lui confere sa position unique pour articuler une pensee coherente au vingt-et-unieme siecle. Tel est l’enjeu du texte recemment diffuse par Mark Zuckerberg, Building Global Community. Cette premiere contribution expose les intentions exprimee au debut de 2017 par le fondateur de Facebook.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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