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
Al examinar el modelo de educación administrativa en Europa, es útil distinguir entre dos tipos o niveles amplios de educación administrativa. El primero de ellos consiste en una educación inicial en el campo comercial preexperiencial, previo a la práctica administrativa, el cual ocurre después de haber completado la educación secundaria, a veces, después de un periodo de educación superior. Esto sucede antes de que los estudiantes hayan tenido cualquier experiencia administrativa importante, aunque ya hubieran tenido un empleo o desempeñado un cargo en alguna industria. Se trata, en general, de un primer grado o diploma, es decir, un programa de pregrado o, en ocasiones, una maestría en administración comercial que sigue directamente a cualquier otro tipo de educación. Tales cursos son ofrecidos por escuelas comerciales, universidades e instituciones vocacionales superiores.
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 | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.005 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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