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
English The United Nations' Covenant on social rights is universal in form but applies to countries with widely differing levels of economic development. The resultant hiatus impedes the Covenant's effectiveness. The formulation of social standards commensurate with countries' economic capacities is outlined as a solution. French La Convention des Nations Unies sur les droits sociaux est universel en forme mais s'applique aux nations avec des niveaux du développement économique grandement différents. L'hiatus résultant empêche l'efficacité de la'Convention. L'élaboration des normes sociales qui correspondent â la capacité économique de nations est offerte en tant que solution. Spanish El Convenio de las Nacionas Unidas sobre derechos sociales es universal en la forma, pero concierne a naciones con grandes diferencias de desarrollo económico. Esto obstaculiza la eficacia del Convenio. Se delinea como solución la formulación de estándares sociales conmensurables con la capacidad económica.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.010 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.025 | 0.007 |
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