Nehru's Grand Strategy for a Major-Power Role, 1947—1964
Bibliographic record
Abstract
Presiding over modern India's destiny as the country's first prime minister and foreign minister for a long and continuous period of seventeen years, Jawaharlal Nehru played a pivotal role in shaping India's foreign policy, not only for his time but, through his legacy, for the remainder of the twentieth century. Although deeply conscious of India's severe constraints, Nehru was nonetheless convinced that India was destined to be a key player in the international system. Nehru saw his own role as advancing the country along the path of achieving that prospect, through a wide-ranging set of policies. Moreover, he believed that the country's future potential demanded that India play an activist role in international affairs in the here and now in order to secure the interests both of India and of humanity at large. Analysts differ, however, as to whether Nehru was driven in his policy by realism (power politics) or idealism, concepts that he himself explicitly discussed.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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 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".