Bibliographic record
Abstract
The EU legislature has used the last two and a half years to negotiate a modernised framework for cross-border insolvencies largely outside the spotlight of public debate. The revised Insolvency Regulation introduces new rules on secondary proceedings and innovative provisions on insolvency proceedings for groups of companies. Some parts of the final reform package were not originally envisaged by the European Commission, and it was the European Parliament and the Council that, in an unusual display of unity, agreed on more ambitious steps than the EU executive had proposed. However, not all that glitters is gold. The legislature missed the opportunity to clarify the concept of Centre of Main Interest, and it is still for the courts to establish international jurisdiction on the basis of rather vague criteria. It will soon be time to give life to the rules and ensure that cross-border insolvencies are conducted more effectively than they are today. The new rules entered into force on 25 June 2015 and apply from 26 June 2017. Copyright © 2015 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 | 0.040 | 0.079 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.004 | 0.013 |
| Scholarly communication | 0.019 | 0.009 |
| Open science | 0.006 | 0.007 |
| Research integrity | 0.026 | 0.023 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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".