Philanthrocapitalism’s Market-Friendly Solution
Bibliographic record
Abstract
Focusing on the role of the Australian charitable foundation Walk Free, an organisation connected to the faith-based abolitionist movement, this chapter traces the emergence of a global antislavery governance network and explores the role of philanthrocapitalists and public–private partnerships in it. It shows how Walk Free established an ethical business alliance that portrays slavery in global supply chains as resulting from market failure and depicts the control large transnational corporations have over their supply chains as an antidote to the limits of state sovereignty. Walk Free and the global antislavery governance network advocates for market-based solutions to the problem of modern slavery – such as supply chain transparency and mandatory human rights due-diligence legislation – that enlist transnational corporations located in the Global North to enforce international legal standards against contractors located primarily in the Global South. This chapter illustrates how scale and governance interact in ways that reconfigure sovereignty and shore up neoliberal capitalism.
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How this classification was reachedexpand
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".