Post-IRCJ challenges: changing Japanese culture to enable early revitalization of troubled corporations
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
The Industrial Revitalization Corporation of Japan (IRCJ) was created in 2003 to restructure distressed debtor corporations with excessive debts before their bankruptcy with a view to deterring ever-increasing non- and poor-performing loans. The IRCJ successfully reorganized target debtor companies through the out-of-court workout with multiple financial institutions where unanimous consent of financial creditors is required. Since the lifetime of the IRCJ is limited, the IRCJ cannot rescue troubled corporations after the end of March 2005. From then onward, the out-of-court workout should be utilized more widely in Japan in order to revitalize distressed businesses at an early stage without impairing the rights of trade creditors and deteriorating the value of the businesses. To make the workout most effective, it is important to ensure that the statutory reorganization procedures, including the majority rule, are applied more flexibly and reliably. Copyright © 2005 John Wiley & Sons, Ltd.
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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 | 0.001 | 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) | 0.001 | 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