REGIONAL INTEGRATION IN SOUTH ASIA: UTOPIA OR REALITY?
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
South Asia comprises almost one-quarter of the world’s population. It faces a host of disputes of varying natures, including armed conflicts, proxy wars, and religious and ethnic strife. Despite its deplorable state of human security and impoverished people, South Asia is considered the least integrated region globally. Approximately 1.99 billion people suffer in terms of energy, food, water and health security due to conflicts and hostile interstate relationships. This paper analyses the socio-political and security environment of the region and explores the impediments to regional integration. Focusing on the South Asian Association for Regional Cooperation, it highlights that the idea of regional integration cannot be realized without resolving core issues. Economic cooperation between regional countries can only be achieved if integration models like the European Union and Association of South East Asian Nations are considered with necessary deviations. Bibliography Entry Niaz, Muhammad Tariq. 2022. "Regional Integration in South Asia: Utopia or Reality?" Margalla Papers 26 (1): 108-120.
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 | 0.000 | 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) | 0.005 | 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