The Politics of Combating Human Trafficking in the United States
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: none
- Genre
- Candidate signal: OtherConsensus signal: Other
- Teacher disagreement score
- 0.772
- Threshold uncertainty score
- 0.882
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 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 | 0.001 |
| 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.305 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
This book examines political responses to the problem of human trafficking, including proposals, actions (legislative and executive), and statements made by politicians, government agencies, and civil society organizations to solve or mitigate the crime of human trafficking. The objective is not just to recognize the nature and impact of human trafficking but to understand the approaches used or recommended to solve the problem and the motivations behind such strategies. The issue of human trafficking has become particularly important given the charged environment regarding border politics. The book details the various policy options that have been proposed, supported, opposed, or passed by US politicians over the past five to ten years. This includes decisions made by presidents, legislators (national and state), agencies, and interest groups. Court decisions on human trafficking policies and media coverage of events are also explored. This political analysis is designed to help readers understand what motivated the proposals designed to address human trafficking and the impact those policies had or are having. This book is ideal as a primary text for college courses in human trafficking and modern slavery or a supplemental text for a range of scholarly courses of study, including human rights, criminal justice, law, and political science. It is recommended for anyone with an interest in human trafficking and what might be done to stop it.
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.
The record
- Venue
- Topic
- Sex work and related issues
- Field
- Social Sciences
- Canadian institutions
- not available
- Funders
- National Oceanic and Atmospheric AdministrationOffice for Victims of CrimeBureau of Justice AssistanceEuropean CommissionCanadian Institute for Theoretical AstrophysicsUnited States Agency for International DevelopmentU.S. Department of Health and Human ServicesU.S. Department of TransportationU.S. Department of JusticeU.S. Department of Homeland Security
- Keywords
- PoliticsHuman traffickingPolitical scienceCriminologyPublic administrationLawSociology
- Has abstract in OpenAlex
- yes