Proposal to Formulate “Global Informal Workout Rules” Adopting “Asian Bankers' Association Informal Workout Guidelines” and “Model Agreement to Promote Company Restructuring by Informal Workout” with Some Minor Amendments
Bibliographic record
Abstract
Abstract The INSOL 8 Principles is a set of model domestic rules for out‐of‐court workouts. Many Asian countries have created workout rules referring to the Principles. A uniform insolvency code applicable worldwide may be impossible to achieve. Instead, international professional associations such as the INSOL International and/or official international organizations such as the World Bank may be able to establish global informal workout rules that are applicable in cases to restructure multinational business enterprises that are indebted to multinational financial creditors. The “Asian Bankers' Association Informal Workout Guidelines” and the “Model Agreement to Promote Company Restructuring by Informal Workout” of 2005 are buried treasure tools. They could be transformed to global rules with some minor amendments with the consent of the Association. Copyright © 2013 INSOL International and John Wiley & Sons, Ltd
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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 | 0.036 | 0.033 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.004 | 0.002 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.012 | 0.005 |
| Open science | 0.005 | 0.006 |
| Research integrity | 0.019 | 0.010 |
| Insufficient payload (model declined to judge) | 0.008 | 0.003 |
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".