The government of self-regulation: on the comparative dynamics of corporate social responsibility
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 explores the relationship between corporate social responsibility (CSR) and government. CSR is often viewed as self-regulation, devoid of government. We attribute the scholarly neglect of the variety of CSR-government relations to the inadequate attention paid to the important differences in the way in which CSR has 'travelled' (or diffused), and has been mediated by the national governance systems, and the insufficient emphasis given to the role of the government (or government agency) in the CSR domain. We go on to identify a number of different types of CSR-government configurations, and by following empirically the CSR development trajectories in Western Europe and East Asia in a comparative historical perspective, we derive a set of propositions on the changing dynamics of CSRgovernment configurations. In particular, we highlight the varied role that the governments can play in order to promote CSR in the context of the wider national governance systems.
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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 | 0.000 | 0.000 |
| 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