Ethics, Enlightened Self-Interest, and the Corporate Responsibility to Respect Human Rights: A Critical Look at the Justificatory Foundations of the UN Framework
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: Central to the United Nations Framework setting out the human rights responsibilities of corporations proposed by John Ruggie is the principle that corporations have a responsibility to respect human rights in their operations whether or not doing so is required by law and whether or not human rights laws are actively enforced. Ruggie proposes that corporations should respect this principle in their strategic management and day-to-day operations for reasons of corporate (enlightened) self-interest. This paper identifies this as a serious weakness and argues that identifying the responsibility to respect human rights as an explicitly ethical obligation to be respected for that reason would provide a much stronger justificatory foundation for respecting the principle seen from a corporate perspective, given that corporations are accountable to their shareholders for their deployment of the firm’s financial resources.
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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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