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
En esta oportunidad me gustaria reflexionar acerca del concepto de justicia. En un congreso de filosofia practica, lo mas que tenemos como propio es la filosofia politica, en la cual la busqueda de la justicia es la finalidad principal. Se le podran poner otros nombres, como utopia, sociedad ideal, etc., pero lo que tiene como peculiar el politico es la busqueda del bien comun de la sociedad. Y este se resume en el logro de la justicia. La justicia se da al nivel del derecho, pero este suele subsumirse en la filosofia politica, desde Aristoteles, pues el mismo decia que el derecho depende de la perspectiva politica que se asuma. Y es algo que ha vuelto a aceptarse recientemente. Por eso resulta conveniente reflexionar continuamente sobre este asunto.
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 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