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 importancia de esta guerrilla, asi como su estudio, tiene que ser apreciada por las condiciones del mundo actual. Despues de la caida del bloque socialista, la superacion de una confrontacion entre occidente y oriente, la desaparicion del paternalismo al que estuvo tradicionalmente sometida casi toda la izquierda latinoamericana, el estancamiento de los Partidos Comunistas a escala mundial, las imposibilidades economicas de Cuba para ayudar a los movimientos insurgentes y el congelamiento de la conciencia de los llamados a conformar la vanguardia revolucionaria; surge el enigma de una guerrilla en el ultimo pais (Mexico) que entro formalmente al centro del capitalismo mundial el primero de enero de 1994, al firmar el Tratado de Libre Comercio con EEUU y Canada.
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 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.000 | 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