Bibliographic record
Abstract
India’s foreign policy in the regional Asian Cold War mainly dealth with the territorial disagreement with its two largest neighbors. The country fought three wars with Pakistan over Kashmir and Bangladesh, and one with China over Himalayan borders. The four conflicts between 1947 and 1971 and the rapprochement between its two hostile neighbors in the 1960s forced India to forego one after another of its foundational principles: the pursuit of a policy of peace, the renunciation of a large standing army and nuclear weapons, and the elevation of internationalism over its own national interests. In international politics, Delhi also gave up its equidistance to Washington and Moscow by signing a Friendship Treaty with the Soviet Union in 1971 and by recognizing communist North Vietnam in 1972. While India in the early 1950s had enjoyed much public admiration in the Socialist Camp, the Free World, and the decolonizing Global South for its principled foreign policy and internal political system, it re-emerged in the 1970s as an internationally isolated giant with its democracy in tatters and its domestic body politic frayed.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 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 | 0.001 |
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".