Compacts of Free Association: Guidelines Needed to Support Reliable Estimates of Cost Impacts of Growing Migration
Bibliographic record
Abstract
A statement of record issued by the Government Accountability Office with an abstract that begins "Data from the U.S. Census Bureau (Census) show that migrants from the freely associated states (FAS)—the Federated States of Micronesia (FSM), the Marshall Islands, and Palau—reside throughout U.S. areas. GAO's 2011 report found that Census estimates that roughly 56,000 compact migrants—nearly a quarter of all FAS citizens—were living in U.S. areas in 2005 to 2009. About 58 percent of compact migrants lived in areas that Congress defined in the amended compacts' enabling legislation as affected jurisdictions: American Samoa, Hawaii, Guam, and the Commonwealth of the Northern Mariana Islands (CNMI)."
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.
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 | 0.089 | 0.422 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.018 | 0.018 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.015 | 0.013 |
| Open science | 0.008 | 0.007 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.021 | 0.013 |
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".