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
"This book auto-ethnographically explores the experiences of students and teachers both locally and globally, while addressing the critical intersection of race, class, and gender in education. It explores diversity perspectives on schools and society in Japan, the United States, Bahamas, and Jamaica in regards to living and attending schools in a foreign country; being an international minority student in the U.S.; and being a minority teacher in U.S. public schools. In doing so, the book addresses minority experiences as it seeks to promote agency and advocacy for the underserved both locally and globally, and making the world more humane and inclusive through education. It acknowledges that we live in a global society, and as such, we must become global citizens and ambassadors of the world in which we live. Greg Wiggan is an Associate Professor of Urban Education, Adjunct Associate Professor of Sociology, and Affiliate Faculty Member of Africana Studies at the University of North Carolina at Charlotte. His research addresses urban education and urban sociology in the context of school processes that promote high achievement among African American students and other underserved minority student populations. In doing so, his research also examines the broader connections between the history of urbanization, globalization processes and the internationalization of education in urban schools. His books include: Global Issues in Education: Pedagogy, Policy, Practice, and the Minority Experience; Education in a Strange Land: Globalization, Urbanization, and Urban Schools â The Social and Educational Implications of the Geopolitical Economy; Curriculum Violence: Americaâs new Civil Rights Issue; Education for the New Frontier: Race, Education and Triumph in Jim Crow America (1867â1945); Following the Northern Star: Caribbean Identities and Education in North American Schools; Unshackled: Education for Freedom, Student Achievement and Personal Emancipation; In Search of a Canon: European History and the Imperialist State; and Last of the Black Titans: The Role of Historically Black Colleges and Universities in the 21st Century. .
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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