Preparing for a two-front conflict: The role of the Indian Navy and the Indian Air Force
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article argues that while India is preparing for the contingency of a two-front war against China and Pakistan, its procurement and arms production policies make it problematic for the Indian Air Force (IAF) and Indian Navy (IN) to meet these challenges. IAF doctrine is not aligned to its current capabilities and is, therefore, largely speculative. Further, due to budgetary shortfalls in its modernization efforts, the IAF will find it difficult to fulfill its stated doctrinal role against China or Pakistan. On the other hand, the Indian Navy’s doctrine is better aligned with its objectives and capabilities. The IN can carry out its doctrine of sea control against the Pakistani Navy, but will have to adopt a sea denial posture against China because of the rapid growth of the PLA Navy’s force and capabilities. Given their slow pace of modernization, neither service will be able to decisively counter the Chinese military.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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 | 0.000 |
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 it