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
区别于现有研究从上市公司合并整体视角考察债务契约的治理效应,本研究从企业风险承担视角考察了母子公司债务分布的治理效应。理论上,母子公司的债务分布可以通过约束过度投资和缓和投资不足两个路径影响合并整体的风险承担水平。研究发现,过度投资或者投资不足均加剧了公司的风险承担水平;对于经营业务主要分布在子公司的上市公司,增加子公司的借款比重明显降低了合并整体的风险承担水平,主要原因在于子公司债务约束了公司的低效投资。进一步研究发现,债务分布对风险承担的影响路径虽然包括抑制过度投资或投资不足,但针对我国国有企业前者更为明显,民营企业则是通过后一路径发挥影响。本研究揭示,债务的治理效应除受总体债务水平、债务期限影响外,债务在集团内部的分布特征也是一个重要影响因素。研究深化了债务治理效应的相关研究,为我国上市母子公司集团内部的债务管理提供了实践启示。
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.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it