Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This analysis seeks to shed light on the impact of criminal deportees on Caribbean societies by focusing on Barbados. It asks the question: Is it the case that criminal deportees are introducing 'sophisticated' criminal activities to Barbados? To answer this question, the analysis draws upon three sets of data. The first set of data comprises the official statistics of crimes reported to the Barbados police service over the 20-year period 1980-1999. The second set comprises the number of criminal deportees arriving in Barbados annually between 1985 and 1999/2000 as supplied by the Criminal Investigations Division (CID) of the Barbados police service. And the third set of data comprises the results of interviews conducted with members of the CID, the Attorney General of Barbados, crime beat reporters, and data gathered from the archives of the Barbados Advocate and the Barbados Nation. Two conclusions are drawn from this analysis.
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.
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 | 0.001 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it