Bibliographic record
Abstract
Peace agreements offer rule-based approaches, which distinguish from some variable peace processes and are manifested as establishing a legal peace. This legal peace is provided in the following forms:1) Peace agreements evaluate internal and external interactions for the legitimacy of government through distorting government and supporting human rights; a different composition of public and private (non-government) signatories;2) Peace agreements are common treaties riding over national (interior) and international legal issues;3) Different forms of legal commitments; peace agreements embraces both valid organizational regulations and contracts or pseudo- commitment contracts;4) Various third party agencies; peace agreements rely upon common law coalition government and contain multiple oppositions, common law and political mechanisms and their implementation.These various ways simultaneously reflect settlement ways of peace agreements. If legal issues are ignored and peace agreements are properly considered, they may be argued as a temporary international constitution. Peace agreements provide a powerful plan for governing; however, they are often minor and temporary requiring developed.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.008 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.008 | 0.052 |
| Scholarly communication | 0.016 | 0.019 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.006 | 0.009 |
| Insufficient payload (model declined to judge) | 0.007 | 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 source (direct Gemma or distilled Codex), 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".