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
Haiti may well be only country in Americas with a last name. References to land of Jacobins are almost always followed by phrase the poorest country in Western Hemisphere. To that dubious distinction, on 12 January 2010 Haiti added another, when it was hit by most devastating natural disaster in Americas, a 7.0 Richter scale earthquake. More than 220,000 people lost their lives and much of its vibrant capital, Port-au-Prince, was reduced to rubble. Since 2004, United Nations has been in Haiti through MINUSTAH, in an ambitious attempt to help Haiti raise itself by its bootstraps. This effort has now acquired additional urgency. Is Haiti a failed state? Does it deserve a Marshall-plan-like program? What will it take to address Haitian predicament? In this book, some of world's leading experts on Haiti examine challenges faced by first black republic, tasks undertaken by UN, and new role of hemispheric players like Argentina, Brazil and Chile, as well as that of Canada, France and United States.
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 | 0.000 | 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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