Journal of Sociology & Social Welfare Vol. 33, No. 4 (December 2006)
Bibliographic record
Abstract
TABLE OF CONTENTS SPECIAL FEATURE: CENSORSHIP IN NASW JOURNALS? THE PERILS OF SELF-CENSORSHIP - Robert D. Leighninger, Jr INTERNATIONAL SOCIAL WORK, GLOBALIZATION AND THE CHALLENGE OF A UNIPOLAR WORLD - James Midgley LETTERS TO THE EDITOR REGARDING NASW PRESS CENSORSHIP Marcia B. Cohen, Co-editor, Journal of Progressive Human Services Richard Hoefer, Editor, Journal of Policy Practice Tony Tripodi, Former Editor of Social Work Research, Former Co-editor of Journal of Social Work Research and Evaluation Stanley L. Witkin, Former Editor-in-Chief, Social Work Elizabeth J. Clark, Executive Director, National Association of Social Workers (NASW) NINETEENTH CENTURY REVIEW OF MENTAL HEALTH CARE FOR AFRICAN AMERICANS: A LEGACY OF SERVICE AND POLICY BARRIERS - Tony B. Lowe "SEEN AND NOT HEARD" SOCIOLOGICAL APPROACHES TO CHILDHOOD: BLACK CHILDREN, AGENCY AND IMPLICATIONS FOR CHILD WELFARE - Mekada Graham and Emily Bruce ETHIOPIAN LANGUAGE POLICY AND HEALTH PROMOTION IN OROMIA - Begna Dugassa HEALTH CARE POVERTY - Lisa Raiz FOSTER PARENTS' REASONS FOR FOSTERING AND FOSTER HOME UTILIZATION - Kathryn Rhodes, Mary Ellen Cox, John G. Orme, and Tanya Coakley ECONOMIC MOBILITY OF SINGLE MOTHERS: THE ROLE OF ASSETS AND HUMAN CAPITAL DEVELOPMENT - Min Zhan FAIRNESS ISSUES IN LAW AND MENTAL HEALTH: DIRECTIONS FOR FUTURE SOCIAL WORK RESEARCH - Jos B. Ashford and Jane Holschuh THE USE OF CRITICAL ETHNOGRAPHY IN MANAGED MENTAL HEALTH CARE SETTINGS - Cassandra L. Bransford BOOK REVIEWS Social Work Diagnosis in Contemporary Practice. Francis J. Turner (Ed.). Reviewed by William M. Maesen. Beyond Segregation: Multiracial and Multiethnic Neighborhoods in the United States. Michael T. Maly. Reviewed by Christopher R. Larrison. Freud's Free Clinics: Psychoanalysis and Social Justice, 1918-1938. Elizabeth Ann Danto. Reviewed by Leslie Leighninger. What's Wrong with Children's Rights. Martin Guggenheim. Reviewed by Dorinda N. Noble. The Rise and Fall of HMOs: An American Health Care Revolution. Jan Gregoire Coombs. Reviewed by Lisa S. Patchner. Disease and Democracy: The Industrialized World Faces AIDS. Peter Baldwin. Reviewed by Ronald J. Mancoske. BOOK NOTES Multiracial America: A Resource Guide on the History and Literature of Interracial Issues. Karen Downing, Darlene Nichols, and Kelly Webster. Paths to a Green World: The Political Economy of the Global Environment. Jennifer Clapp and Peter Dauvergne. The Origins of Social Work. Malcolm Payne. Rural Social Work Practice. Nancy Lohman and Roger A. Lohman. Advocacy Practicef or Social Justice. Richard Hoefer. Introduction to Social Welfare and Social Work: The U.S. in Global Perspective. Katherine Van Wormer. INDEX OF VOLUME XXXIII, ISSUES 1-4
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.064 | 0.014 |
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".