Constructing the Threat of Insurgency: Inherent Inequalities in the Development of the Guatemalan Counterinsurgent State
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
SUMMARY The counterinsurgent state is the continuing legacy of political violence that afflicted Guatemala for the last thirty years of the 20th century. As the Guatemalan counterinsurgent state entrenched itself into the country's social fabric, it promoted a highly unequal social, cultural, and economic development that still plagues the country today. The paper explores how economic, gender and ethnic inequalities were heightened by the integration of counterinsurgency violence into the everyday functioning of the Guatemalan state. Focusing on the processes through which the insurgent threat was promoted, the paper analyses the lasting effects of counterinsurgency-fuelled social change in Guatemala. KEYWORDS: ViolenceGuatemalainequalitycounterinsurgencystate formationgenderethnicity
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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 | 0.002 | 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 | 0.000 | 0.000 |
| 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