Norm Contestation in the BHR Field—The Role of Corporate Actors as Entrepreneurs, Antipreneurs, and Saboteurs
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
Abstract The quest for corporate accountability remains unabated in the business and human rights (BHR) field. This paper examines the role of multinational corporations (MNCs) and Business Interest Associations (BIA) as entrepreneurs, antipreneurs and saboteurs in setting human rights standards. Through this conceptualization, this paper argues that corporate accountability remains elusive because of corporate actors’ normative power and influence in the BHR norm contestation. It attributes corporate actors’ influence in the norm contestation to the UN multistakeholder design that sees nonstate actors as partners and stakeholders in setting global human rights standards. This article then argues that to force a norm change in the BHR field, there is a need to rethink the BHR governance model. Corporate actors must be reconceptualized as ‘regulated individuals’ during norm discussions and standard-setting processes.
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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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 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