Los migrantes: actores del siglo XXI. Memoria de la Conferencia Metrópolis Internacional México 2015
Bibliographic record
Abstract
Presentación / Silvia Núñez García; Nota de la coordinadora / Note from the Compiler / Silvia Núñez García; México como país de expulsión, recepción y tránsito de migrantes / Mexico’s Dynamic Migration Environment; Mi travesía de migrante a lo largo de treinta años / P. Flor Maria Rigoni; Relevancia de la migración Sur-Sur / South-South Migration Gets Its Due; South-South Migration: what Kinds of Shifting Trends? / Jean-Baptiste Meyer; Governing Mobility and Difference in Africa’s Urban Estuaries/ Loren B. Landau; Migración y megaciudades / Migration and Megacities; China’s Urbanization, Population Flow, and Regional Disparities in Economic Development / Huiyao (Henry) Wang; Megacities and migration: understanding the costs and benefits of migration / Michael Keith; Megacities and Migration in the Context of Sustainable Development / Keiko Osaki-Tomita; Mujeres migrantes: su inserción laboral en la esfera doméstica / How Women Migrants Have Moved Domestic Work and Care Giving into the Marketplace; Derechos de las mujeres migrantes y economía global de cuidados / María de la Paz López Barajas; El trabajo doméstico en el contexto de la migración internacional y su profesionalización / Laura Thompson; How Women Migrants Have Moved Domestic Work and Care Giving into the Marketplace / Elizabeth Tang; Migración y objetivos de desarrollo sostenible post-2015 / Migration and the Post 2015 Sustainable Development Goals; Harnessing the Potential of Student Returnees / Anita Ghimire; Competencia global por la atracción de estudiantes / The Global Competition for Students; Talent Mobility and International Development: Issues, Experience, and Policies / Andrés Solimano; Crimen organizado y tráfico de personas / The Growing Role of Organized Crime in Human Smuggling and Trafficking; Crimen organizado y trata de personas: una perspectiva desde la Unión Europea / Emiliano García Coso; La migración en el cine / Migrants in the Movies; The Documentary and Migrant Workers in Canada / Min Sook Lee; Sobre los autores; About the Authors
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.025 | 0.003 |
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 source (direct Gemma or distilled Codex), 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".