Implementation of Social Culture in Corporate Governance: A Literature Study
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
Good corporate governance (GCG) is a principle implemented by the company to ensure that the interests of stakeholders are not neglected. GCG consists of five main pillars which are transparency, accountability, responsiveness, independency, and fairness. In Indonesia, GCG implementation has not been effective enough as it is only necessarry for large companies and the public. The instrument used to assess GCG implementation is not appropriate either, examples of such are its portion, the existence and role of independent commissioners, portion, the existence and role of the audit committee, and ownership structure. This paper analyzes the implementation of culture found in Indonesian people living in GCG system. With the implementation of this social culture, the corporate GCG is better in its implementation because it is built on the noble values of the people. It then became the Pancasila which is the philosophy of Indonesia as such the the GCG implementation is accessed using the Pancasila Corporate Governance Index (PCGI).
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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