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
a Revista Estrategia Organizacional de la Escuela de Ciencias Administrativas, Contables, Econ?micas y de Negocios de la Universidad Nacional Abierta y a Distancia (UNAD), se encuentra en un periodo de cambio para ampliar su p?blico lector. Estos cambios involucran no solo la renovaci?n de los comit?s editorial y cient?fico sino la transformaci?n de la pauta editorial, y el paso del formato de papel al electr?nico, mediante la conformaci?n de una p?gina web robusta y el fortalecimiento de sus contenidos en el Open Journal System. La transici?n del formato de papel al electr?nico hace parte de un movimiento internacional que propende por las buenas pr?cticas editoriales, e involucra nuestra participaci?n en las din?micas de acceso abierto, libre y gratuito al conocimiento que se gesta en las instituciones de educaci?n superior.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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