Extraregional Migration In The Americas: Profiles , Experiences, and Needs
Bibliographic record
Abstract
The International Organization for Migration (IOM), through the Western Hemisphere Regional Migration Capacity-Building Program covering Mesoamerica and the Caribbean, has developed the present study in order to provide an updated description of extraregional migration across the Americas. BACKGROUND • The number of extraregional migrants from Africa, Asia and the Caribbean in Mesoamerica – Central America and Mexico – has increased in recent years. These migrants tend to use both regular means of entry as well as routes associated with smuggling of migrants and irregular border crossing points. • Information on extraregional migrants is scarce, as it is difficult to gain access to this population. Available documentation focuses on two aspects: describing extraregional migrant groups and mapping their main travel routes to the United States and Canada. • The purpose of this report is to describe the main experiences and needs of a group of over 350 extraregional migrants across three sections of their migration route: South America, Central America and Mexico.
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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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.004 |
| Open science | 0.002 | 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".