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 vida poltica de nicaragua en el 2011 gir alrededor de las elecciones generales de noviembre, en las que se debati la suerte del proyecto "cristiano, socialista y solidario" del Frente sandinista de Liberacin nacional (FsLn) liderado por daniel Ortega. triunf Ortega con un amplio margen, en medio de acusaciones de fraude. en realidad, el FsLn pas por encima de la constitucin y las normas que rigen el proceso electoral para alcanzar su contundente victoria. una explicacin de la victoria de Ortega, sin embargo, tambin debe considerar las enormes debilidades de la oposicin que no logr articular un discurso y una visin social congruentes con las necesidades del pas. Ortega, por el contrario, logr capturar la imaginacin de millones de nicaragenses que se debaten
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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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