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
The enduring conflict between India and Pakistan may be moving towards a period of détente. The leaders of both countries met at the outset of 2004, essentially agreeing that the Kashmir conflict should be handled peacefully. This might be a cause of great optimism. One of the key sources of conflict in their relationship – Pakistan's irredentism and India's resistance – may be declining. However, at the same time, there have been repeated efforts to assassinate General Pervez Musharraf by forces that oppose moderation. The simultaneity of these two sets of events is suggestive – that there are grave domestic costs for making peace, and that Musharraf, if sincere, may be following Anwar Sadat more closely than he would like. This brings us to a key shortcoming of the enduring rivalry literature – domestic politics matters but is undertheorized. That is, domestic politics seems to do a lot of the work of causing, prolonging, and ending rivalries, but most scholars in this debate treat it in an ad hoc fashion. By focusing on the largely domestic dynamics that drive irredentism, we can get a better idea of under what conditions many rivalries will begin, worsen, and perhaps even end.
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 | 0.000 | 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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