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
En el último lustro, una parte significativa de la comunidad académica ha alertado sobre la existencia de un proceso de retroceso democrático global. Las principales instituciones dedicadas a medir y cuantificar la calidad de los regímenes políticos también han resaltado el deterioro de las instituciones y normas democráticas, reflejado en el empeoramiento de los indicadores democráticos a nivel global. Sin embargo, otros sectores de la academia sugieren que dicho proceso no es tan grave ni insuperable, en caso de existir. En este sentido, explorar estas perspectivas aparentemente contradictorias abre un espacio importante para la contribución al conocimiento peruano, regional y global. Por esta razón, el primer número de la Revista Elecciones de este año está dedicado a explorar las democracias, sus componentes y variaciones, y a investigar los factores que contribuyen a su fortalecimiento o debilitamiento.
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 | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 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