Risks of armed conflict are mounting in Venezuela
Bibliographic record
Abstract
Significance The political conflict in Venezuela appears to be moving decisively in favour of the opposition, with vocal, official recognition from the United States, Canada, Brazil, the EU and the Organization of American States (OAS) for ‘interim president’ Juan Guaido. However, expectations of rapid decomposition of the Maduro government have proved optimistic, most particularly given the ongoing support for Maduro from the Venezuelan armed forces. Even if the situation unravels quickly and Maduro takes flight, the road ahead remains perilous. Impacts The Venezuelan military is the critical actor; an institutional declaration for Guaido would render Maduro’s position untenable. Amid intense speculation of a US-backed military intervention, Washington has called for a weekend meeting of the UN Security Council. Russia and China have issued statements supportive of Maduro and are expected to block US efforts to convene the Security Council.
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How this classification was reachedexpand
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 | 0.001 |
| 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) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".