Africans in global migration : searching for promised lands
Bibliographic record
Abstract
Preface Acknowledgments Chapter 1: Searching for Promised Lands: Conceptualization of the African Diaspora in Migration John A. Arthur, Joseph Takougang and Thomas Owusu Chapter 2: The Role of Ghanaian Immigrant Associations in Canada Thomas Owusu Chapter 3: Identity Formation and Integration Among Bicultural Immigrant Blacks Msia Kibona Clark Chapter 4: Identity Politics of Ghanaian Immigrants in the Greater Cincinnati Area: Emerging Geography and Sociology of Immigrant Experiences Ian E. A. Yeboah Chapter 5: Reconciling Multiple Black Identities: The Case of 1.5 and 2.0 Nigerian Immigrants Janet T. Awokoya Chapter 6: Making In-Roads: African Immigrants and Business Opportunities in the United States Joseph Takougang and Bassirou Tidjani Chapter 7: Geography of Globalized Nursing Markets: Zimbabwean Migrant Nurse Trajectory and Work Experiences in the United Kingdom Ian E. A. Yeboah and Tatenda T. Mambo Chapter 8: Relationships Among Blacks in the Diaspora: African and Caribbean Immigrants and American-Born Blacks Nemata Blyden Chapter 9: Conceptualizing the Attitudes of African Americans Towards United States Immigration Policies John A. Arthur Chapter 10: African Immigrant Relationships With Homeland Countries Mojubaolu Olufunke Okome Chapter 11: African Women in the New Diaspora: Transnationalism and the (Re)Creation of Home Mary Johnson Osirim Chapter 12: Border Questions in African Diaspora Literature Hilary Chala Kowino Chapter 13: Modeling the Determinants of Voluntary Reverse Migration Flows and Repatriations of African Immigrants John A. Arthur Chapter 14: Africans in Global Migration: Still Searching for Promised Lands John A. Arthur and Thomas Owusu
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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 | 0.001 | 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 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".