Recent Developments in Corporate Governance Codes in the GCC Region
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
This paper aims to examine recent developments in corporate governance codes in the Gulf Cooperation Council (GCC) region and evaluate to what extent these changes are in line with the G20/OECD Principles of Corporate Governance 2015 Edition. The paper employed an analytical comparative approach, the results show all GCC countries, except Bahrain, have recently updated their CG codes. Bahrain needs to update its current CG code in terms of the rights of both shareholders and stakeholders to be in line with international best practice. Efforts in the GCC region to enhance CG in listed companies should be continued and expanded to cover state-owned enterprises, sovereign wealth funds, and banks. The findings would be useful to the financial managers in the GCC in complying with the recent developments in corporate governance codes and in developing guidelines for appropriate disclosure to improve the reporting quality.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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