Migration Matters: Mobility in a Globalizing World
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
International migration remains the orphan child of globalization. Rapid development from the last quarter of the twentieth century has resulted in a world more unequal than ever before. Mobility of people needs to be understood as the natural corollary to international trade and capital. Sustaining global economic growth rates and progressing towards an equitable global order will be predicated substantially on the free movement of people. Transnational economic migration will be the next frontier of globalization. There is urgent need to move to a rule-based, binding set of principles that would require states to willingly cede some degree of their sovereignty on matters of economic migration to a multilateral process. Failure to do so will likely generate conflict of an order that can jeopardize the very basis of a modern, progressive and democratic future for all. This book tells an interesting storyof development as seen from the lens of mobilityof how important migration has been, is, and will increasingly be for human development.
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