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
The Globalization of Crime: Understanding Transitional Relationships in Context\nInterrogating Social Justice: Politics, Culture and Identity\nCriminal Injustice: Racism in the Criminal Justice System\nTest of Faith: Hope, Courage and the Prison Experience\nThe Case for Penal Abolition\nDiversity and Justice in Canada\nBad Kids: Race and the Transformation of the Juvenile Court\nGods of the City: Religion and the American Urban Landscape\nConversion, Identity, and Power: The Impact of Christianity on Power Relationships and Social Exchanges\nReligion and American Politics: The 2000 Election in Context\nFilled With Spirit and Power: Protestant Clergy in Politics\nParanormal Beliefs: A Sociological Introduction\nA Qualitative Analysis of the Jehovahs Witnesses: The Rhetoric, Reality and Religion in the Watchtower Society \nConstructing Social Psychology: Creative and Critical Processes\nThe Web of Politics: The Internets Impact on the American Political System\nNationalism and Cultural Practice in the Postcolonial World\nEducation in Contemporary Japan: Inequality and Diversity\nThe Troubled Helix: Social and Psychological Implications of the New Human Genetics\nPerspectives on Human Sexuality\nStirrings in the Jug: Black Politics in the Post-Segregation Era\nA Latina in the Land of Hollywood and Other Essays on Media Culture\nThe Self and Society in Aging Processes \nHandbook of Theories of Aging\nReligion, Belief, and Spirituality in Late Life\nLatino Elders in the Twenty-First Century: Issues and Challenges for Culturally Competent Research and Practice\nOld, Female, and Rural\nThe Gerontological Prism: Developing Interdisciplinary Bridges\nWomen and Religion by Majella Franzmann\nFeminism and World Religions\nWhite Womens Rights: The Racial Origins of Feminism in the United States\nReinventing Identities: The Gendered Self in Discourse\nCorporate Power, American Democracy, and the Automobile Industry\nThe Demography of Corporations and Industries
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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