Editorial: From cross-country to multi-disciplinary research in corporate governance
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 recent issue of the journal has been composed of the papers which are mostly empirical and contribute new ideas to the major issues of corporate governance such as board of directors, chief executive officer (CEO) pay, shareholder activism, accounting, auditing, social responsibility, family firms, firm performance, social capital in corporate governance, etc. We are pleased to inform you that scholars from many countries of the world are authors of these papers. They represent the USA, Canada, Germany, Italy, Switzerland, New Zealand, Hong Kong, India, Tunisia, etc. This makes the recent issue of the journal very interesting for the readers. These papers provide a solid contribution to the previous research by Abbadi, Abuaddous, and Alwashah (2021), Kostyuk, Mozghovyi, and Govorun (2018), Cranmer (2017), Santen and Donker (2009), Guerra, Fischmann, and Machado Filho (2008).
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.004 |
| 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