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
Como resultado de la dinamica del comercio internacional del que Mexico forma parte, y siendo vecino de los Estados Unidos de America y Canada con los que tenemos firmado un Tratado de Libre Comercio, se ha generado a traves del tiempo un importante flujo de vehiculos al pais, muchos de los cuales permanecen de manera definitiva en el, sin cumplir con la documentacion que les permita su legal estancia y tenencia en el pais, estos ascienden aproximadamente a 5 millones de unidades y otro tanto ya fueron regularizados en el pais. Esto ha ocasionado un descalabro a la actividad economica del sector productivo automotriz, problemas de tipo ecologico, de seguridad publica entre otros. Por tal motivo, el presente articulo tiene como finalidad resaltar la importancia que reviste el conocer el marco juridico de la legal importacion de vehiculos de procedencia extranjera en el pais, con la finalidad de evitar con ello el emplacamiento y circulacion de vehiculos Raul Olivares Guillen ilegales en territorio nacional
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 | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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