Unilateral Home State Regulation: Imperialism or Tool for Subaltern Resistance?
Bibliographic record
Abstract
Home state reluctance to regulate international corporate activities in the human rights context is sometimes characterized as an imperialistic infringement of host state sovereignty. This concern may be explicit, or it may be implicit in an expressed desire to avoid conflict with the sovereignty of foreign states. Yet, in the absence of a multilateral treaty directly addressing business and human rights, a regulatory role for home states in preventing and remedying human rights harms is increasingly being suggested. This paper seeks to explore theoretical perspectives that support unilateral home state regulation. Having established that unilateral home state regulation could serve as a catalyst for international norm creation, the paper will explore whether--despite its potential benefits--such regulation is inevitably imperialistic. In order to answer this question, this paper will draw upon the work of Third World Approaches to International Law (TWAIL) scholars to critique the customary international law process.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.013 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.038 |
| Scholarly communication | 0.009 | 0.009 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.006 | 0.007 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".