Global Migration and Education : Schools, Children, and Families
Bibliographic record
Abstract
Contents: Preface. L.D. Adams, A. Kirova, Introduction: Global Migration and the Education of Children. Part I: Multiple Global Issues for Immigrant Children and the Schools They Attend. Introduction to Part I. C. Horst, A. Holmen, Bringing Multicultural Education Into the Mainstream: Developing Schools for Minority and Majority Students. L. Herwartz-Emden, D. Kuffner, J. Landgraf, Acculturation and Educational Achievement of Children With an Immigrant BackGround in German Primary Schools. R. Blanco, Y. Takemoto, Inclusion in Schools in Latin America and the Caribbean: The Case of Children of Haitian Descent in the Dominican Republic. B. Kumar, M. Wandel, Nutritional Challenges Among Immigrant Children and Youth in Norway. Part II: They Are Here: Newcomers in the Schools. Introduction to Part II. L.D. Adams, K.M. Shambleau, Teachers', Children's, and Parents' Perspectives on Newly Arrived Children's Adjustment to Elementary School. D. Roer-Strier, R. Strier, The Role of Home and School in the Socialization of Immigrant Children in Israel: Fathers' Views. E.L. Vidali, L.D. Adams, A Challenge of Transnational Migration: Young Children Start School. Part III: Views and Voices of Immigrant Children. Introduction to Part III. N. Rao, M. Yuen, Listening to Children: Voices of Newly Arrived Immigrants From the Chinese Mainland to Hong Kong. A. Kirova, M. Emme, Immigrant Children's Understandings of Nonverbal Peer Interactions Through the Development of Visual Narratives. L. de Block, Talking Television Across Cultures: Negotiating Inclusion and Exclusion. A. Kirova, Moving Childhoods: Young Children's Lived Experiences of Being Between Languages and Cultures. Part IV: Far From Home With Fluctuating Hopes. Introduction to Part IV. A. Farrell, Transnational Displacement of Children: An Australian Perspective. J. Szente, J. Hoot, Exploring the Needs of Refugee Children in Our Schools. G. Li, Crossing Cultural Borders in the United States: A Case Study of a Sudanese Refugee Family's Experiences With Urban Schooling. D.M. Dachyshyn, Refugee Families With Preschool Children: Adjustment to Life in Canada. Part V: Searching for New Ways to Belong. Introduction to Part V. M. Ebbeck, V. Reus, The Experiences of Third-Culture Children. H. Fabian, C. Roberts, Children in Transition: Learning to Become Global Citizens. E. Omeroglu, A. Kandir, L.D. Adams, The Social Adaptation and Skills of Migrant Children Attending Primary School in Turkey. Z. Yan, W-X. Bing, Community-Based Education for Children of Migrant Peasant Workers. A. Kirova, L.D. Adams, Lessons Learned and Implications for the Future.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.064 | 0.012 |
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".