Bibliographic record
Abstract
The Globalization of Crime: Understanding Transitional Relationships in Context Interrogating Social Justice: Politics, Culture and Identity Criminal Injustice: Racism in the Criminal Justice System Test of Faith: Hope, Courage and the Prison Experience The Case for Penal Abolition Diversity and Justice in Canada Bad Kids: Race and the Transformation of the Juvenile Court Gods of the City: Religion and the American Urban Landscape Conversion, Identity, and Power: The Impact of Christianity on Power Relationships and Social Exchanges Religion and American Politics: The 2000 Election in Context Filled With Spirit and Power: Protestant Clergy in Politics Paranormal Beliefs: A Sociological Introduction A Qualitative Analysis of the Jehovahs Witnesses: The Rhetoric, Reality and Religion in the Watchtower Society Constructing Social Psychology: Creative and Critical Processes The Web of Politics: The Internets Impact on the American Political System Nationalism and Cultural Practice in the Postcolonial World Education in Contemporary Japan: Inequality and Diversity The Troubled Helix: Social and Psychological Implications of the New Human Genetics Perspectives on Human Sexuality Stirrings in the Jug: Black Politics in the Post-Segregation Era A Latina in the Land of Hollywood and Other Essays on Media Culture The Self and Society in Aging Processes Handbook of Theories of Aging Religion, Belief, and Spirituality in Late Life Latino Elders in the Twenty-First Century: Issues and Challenges for Culturally Competent Research and Practice Old, Female, and Rural The Gerontological Prism: Developing Interdisciplinary Bridges Women and Religion by Majella Franzmann Feminism and World Religions White Womens Rights: The Racial Origins of Feminism in the United States Reinventing Identities: The Gendered Self in Discourse Corporate Power, American Democracy, and the Automobile Industry The Demography of Corporations and Industries
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.687 | 0.529 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".