Regulating Corporate Social Responsibility (CSR) for Economic and Social Development Through Trade Rules
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
Multinationals affirm corporate social responsibility (CSR) is a way to go further than national and international law to build a social compact. While CSR can contribute to an effective global labor governance scheme, we argue that national and international laws must be engaged to regulate CSR private governance schemes. We will support this argument and, furthermore, we will argue that international trade agreements can provide, if effectively enforced, grounds for the articulation. It can be argued that hybrid governance schemes could ensure that result-oriented and pragmatic developmental processes are at the core of the CSR–development nexus. In this article, we argue for the need to socialize CSR to make it more efficient, and that trade agreements can be part of this process. CSR is not an autonomous regulatory trajectory, and it will probably become increasingly regulated through institutional means.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 | 0.000 |
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