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
Introduction Chapter 1 What are Diasporas, Why do they Matter? Chapter 2 Definition and Classes of Diasporas Chapter 3 Contemporary Case Studies: the Data 3a. North Africans: in France, but not French 3b. Overseas Chinese: Malaysian, Thai, Japanese 3c. Zionists in Palestine: a Settler Diaspora 3d. Ukrainians in Canada 3e. The Russian Diaspora in Israel 3f. Afro-Brazilians, 1531-2008. Its in the Blood 3g. Palestinians in Kuwait 3h. Mexicans in the United States: Fluid Boundaries Chapter 4 Problems and Processes of Adaptation Chapter 5 Diasporas and International Relations Chapter 6 Diasporas and Ethnic Conflict Chapter 7 Diasporas and Public Policy Chapter 8 Prospects and Outcomes
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) | 0.002 | 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