Bibliographic record
Abstract
Slavery is illegal throughout the world, yet more than twenty-seven million people are still trapped in one of history's oldest social institutions. Kevin Bales' disturbing story of slavery today reaches from brick kilns in Pakistan and brothels in Thailand to the offices of multinational corporations. His investigation of conditions in Mauritania, Brazil, Thailand, Pakistan, and India reveals the tragic emergence of a one intricately linked to the global economy. The new slaves are not a long-term investment as was true with older forms of slavery, explains Bales. Instead, they are cheap, require little care, and are disposable. Three interrelated factors have helped create the new slavery. The enormous population explosion over the past three decades has flooded the world's labor markets with millions of impoverished, desperate people.The revolution of economic globalization and modernized agriculture has dispossessed poor farmers, making them and their families ready targets for enslavement. And rapid economic change in developing countries has bred corruption and violence, destroying social rules that might once have protected the most vulnerable individuals. Bales' vivid case studies present actual slaves, slaveholders, and public officials in well-drawn historical, geographical, and cultural contexts. He observes the complex economic relationships of modern slavery and is aware that liberation is a bitter victory for a child prostitute or a bondaged miner if the result is starvation. Bales offers suggestions for combating the new slavery and provides examples of very positive results from organizations such as Anti-Slavery International, the Pastoral Land Commission in Brazil, and the Human Rights Commission in Pakistan.He also calls for researchers to follow the flow of raw materials and products from slave to marketplace in order to effectively target campaigns of naming and shaming corporations linked to slavery. Disposable People is the first book to point the way to abolishing slavery in today's global economy.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.009 |
| Scholarly communication | 0.007 | 0.012 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.010 | 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".