Global Environmental Governance for Corporate Responsibility and Accountability
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
Recent years have seen a growing movement toward externally imposed regulations directed specifically at improving TNCs' environmental and social performance. This movement draws on a long history, and its most recent incarnation is largely a reaction to disappointment on the part of many with the results of private voluntary initiatives among global firms. A number of international level initiatives have emerged, including the UN's Global Compact and the inclusion of an environment chapter in the OECD Guidelines for Multinational Enterprises. Because these efforts, while externally driven, are voluntary on the part of firms, there have been growing calls for a binding international treaty on corporate accountability. Industry has been extremely resistant to this idea. Many see such a treaty as vital for developing countries, as it could bolster their ability and willingness to monitor and enforce environmental regulations. This is especially important in the Global South, as these countries have seen the bulk of the negative environmental impacts of TNCs in recent decades.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 | 0.000 |
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