Insolvency proceedings from a sustainability perspective
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
Abstract Sustainability is a wide concept including environmental, economic, social/culture, and political dimensions. Currently, sustainability research is a rich scientific discipline producing a significant number of research papers. However, sustainability in the context of insolvency proceedings has attracted little research compared with, for example, how much attention corporate social responsibility has received in company law research. This article studies sustainability in the context of liquidation and restructuring proceedings and the preservation of different kinds of resources (natural, manufactured, human, and social capital) in insolvency procedures. The purpose of insolvency proceedings may prevent the full implementation of sustainability. In bankruptcy, the administrator must maximise the selling price for creditor satisfaction, and there are few possibilities to promote sustainability. When facing an acute environmental hazard, in the name of public interest, a bankruptcy estate with assets usually has to act unless the law stipulates that society is responsible for taking care of the problem. In restructuring proceedings, the main purpose is to continue the debtor's business. It depends on the markets how sustainable the debtor company must be to achieve profitability. If becoming a profitable company in a “green” or otherwise sustainable market requires costly efforts, creditors' interests may require the sale of the assets. The author views through sustainability lenses EU Restructuring and insolvency Directive (2019) and finds there is not much of a sustainability approach included.
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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 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it