Bibliographic record
Abstract
Con información geopolítica sumamente reciente, este impactante ensayo analiza los profundos riesgos del estallido de una confrontación nuclear en el marco del Proyecto para un Nuevo Siglo Americano. Revela las alianzas geoestratégicas que, a diferencia de la intervención en Irak, donde EU generó la oposición diplomática de Francia y Alemania, viene desarrollando Washington desde la OTAN, hacia Occidente, con París y Berlín y, hacia Oriente, con múltiples países mediterráneos, para avanzar, con Israel y Turquía como sus socios permanentes, en los preparativos de una guerra contra Irán que, bajo el simulacro de un ataque preventivo para el mantenimiento de la paz mundial, ahora va construyendo un “consenso” que le permita hacer uso no sólo de armas convencionales sino también nucleares. Se trata de un penetrante ensayo decisivo para entender las tendencias geopolíticas del siglo XXI.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.024 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".