El programa nuclear de India: retrovisión y perspectivas / The nuclear programme of India: hindsight and perspectives - Revista de Estudios Políticos y Estratégicos
Bibliographic record
Abstract
espanolEn el presente analisis se revisa, a traves del metodo deductivo, la historia del programa nuclear de India, su importancia para la realidad geopolitica regional que enfrenta el pais y el papel de las grandes potencias y otras naciones, como Canada, en la nuclearizacion de Nueva Delhi. Se detallan las caracteristicas de las capacidades nucleares de India, al igual que de su presupuesto de defensa y la delgada linea que separa los usos pacificos de los usos belicos de la energia nuclear. EnglishThis analysis reviews, through the deductive method, the history of the nuclear programme of India, its importance for the regional geopolitical reality that the country faces and the role of the world powers and other nations, such as Canada, in the nuclearization of New Delhi. The characteristics of the nuclear capabilities of India are specified as well as its defense budget, and the thin line between the peaceful and violent uses of nuclear energy.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.004 | 0.011 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| 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 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".