Bibliographic record
Abstract
Volume 1: Part 1 The migration decision: the costs and returns of human migration, Larry A. Sjaastad the migration decision -what role does job mobility play?, Ann P. Bartel unemployment and the inter-regional mobility of labour, Christopher A. Pissarides and Jonathan Wadsworth place-to-place migration - some new evidence, Gary S. Fields differential economic opportunity, transferability of skills, and immigration to the United States and Canada, Michael J. Greenwood and John M. McDowell European migration - push and pull, Klaus F. Zimmermann migration with endogenous moving costs, William J. Carrington et al south-north refugee migration - lessons for development cooperation, Ralph Rotte et al what drove the mass migrations from Europe in the late 19th century?, Timothy J. Hatton and Jeffrey G. Williamson. Part 2 Family migration: women and the economics of family migration, Steven H. Sandell family migration decisions, Jacob Mincer immigration and the family, George J. Borjas and Stephen G. Bronars. Part 3 Repeat and return migration: repeat migration in the United States - who moves back and who moves on?, Julie Da Vanzo immigrants decisions concerning duration of stay and migratory frequency, John K. Hill a general equilibrium model of guest-worker migration - the source-country perspective, Slobodan Djajic and Ross Milbourne who leaves? the outmigration of the foreign-born, George J. Borjas and Bernt Bratsberg return migration, uncertainty and precautionary savings, Christian Dustmann. Part 4 Illegal migration: illegal immigration - the host-country problem, Wilfred J. Ethier illegal migration and US immigration reform - a conceptual framework, Michael P. Todaro and Lydia Maruszko illegal aliens, unemployment and immigration policy, Slobodan Djajic illegal immigration and immigration control, Barry R. Chiswick the incidence of sanctions against employers of illegal aliens, John K. Hill and James E. Pearce playing cat and mouse at the US-Mexican border, Sherrie A. Kossoudji immigration reform - the effects of employer sanctions and legalization on wages, Deborah A. Cobb-Clark et al. Part 5 Immigration policy: evaluation of immigration policies, Julian L. Simon towards a European migration policy, Thomas Straubhaar tackling the European migration problem, Klaus F. Zimmermann on the political economy of immigration, Jess Benhabib. Volume 2: immigration labur market assimilation - evidence from North America immigrants labour market assimilation - evidence from Europe and Australasia migration and self-selection the role of language. Volume 3: immigration policy and immigrant quality labour supply self-employment welfare benefits intergenerational issues. Volume 4: the effect of immigrants on natives - theory labour market impact of immigration - evidence from North America labour market impact of immigration - evidence from Europe and Australasia migrants and mobility of the natives. (Part contents).
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 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 | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".