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
Los tres significados del término ciudadanía están profundamente interrelacionados. Ciudadanía como conjunto de ciudadanos y como derechos de los ciudadanos, dependen (en cuanto a su respeto social) de la ciudadanía como cualidades cívicas de los ciudadanos. Los derechos fundamentales de los ciudadanos son inherentes a ellos mismos como personas humanas pero requieren de complejos paradigmas y esquemas ético-jurídicos para conseguir ser respetados. La juridicidad propia de los derechos de los ciudadanos depende conceptualmente de la moralidad y de la racionalidad de los sujetos humanos. La ciudadanía política y social, que son aspectos de la ciudadanía jurídica, están condicionadas por la racionalidad y moralidad de los miembros de la comunidad política.
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 | 0.001 | 0.003 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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