Social Responsibility for Sustainable Development of Enterprise Structures
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 article aims to study the relationship between social responsibility of business and sustainable development of enterprise structures in the current economic conditions. In the course of the research, the authors determined that: sustainable development of enterprise structures is determined by many influencing factors, localized both in the external and internal environment of an enterprise structure; sustainable development of enterprise structures cannot be achieved without the growth of business social responsibility. Social responsibility of business is integration of social and environmental problems, solved by enterprise structures in interaction with stakeholders; enterprise structures and stakeholders mutually influence each other, but this influence is not identical in strength. Sustainable development of enterprise structures depends to greater extent on influence of owners (owners of capital), competitors, public authorities; in the medium term, as the world's evolutionary problems accumulate, requirements for social responsibility of business will continue to grow. Requirements for energy efficiency management of various economic activities will play a significant role in this tendency.
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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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