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
La corrupcion es una variable economica tan importante como puedan serlo la inflacion o la inversion. Por eso es digno de elogio el intento de medirla que lleva a cabo desde hace algunos anos Transparencia Internacional, un organismo independiente no gubernamental, mediante una encuesta realizada a cuadros superiores de grandes empresas, bancos y camaras de comercio sobre 90 paises. Nigeria, en ultimo lugar, tiene el triste privilegio de ser el pais mas corrupto, aunque Rusia (en el puesto 83) y Ucrania (88) le van a la zaga. Espana (20) y Francia (21) ocupan un discreto lugar intermedio, por delante de Israel, Japon o Italia. Los puestos de cabeza los ocupan Finlandia, Dinamarca, Nueva Zelanda, Suecia y Canada. ?Como consiguen ser tan honrados? □
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.002 |
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