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
In 1994, as the political and economic elite of the United States, Canada, and Mexico inaugurated the North American Free Trade Agreement, an army of masked guerillas from the Zapatista Army of National Liberation (EZLN) declared the birth of a new Mexican revolution. The ensuing encounter between the indigenous army and the Mexican state, and in particular the EZLN's flexible adaptation to modern warfare, has rewritten the common story of twentieth-century revolution, leading to new strategies and dynamics of social struggle. This chapter looks at the Zapatista uprising in Chiapas to illustrate how it laid the foundation for the indymedia movement and other Cyber Left institutions. It focuses on the conditions within Mexico that led to the EZLN's political praxis. It argues that the revolutionary strategy of the EZLN was shaped through the social and economic conditions of the region as well as a series of confrontations between Marxist revolutionaries, Mayans, and eventually the Mexican state.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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