Journal of Sociology & Social Welfare Vol. 34, No. 2 (June 2007)
Bibliographic record
Abstract
TABLE OF CONTENTS SPECIAL ISSUE ON GLOBALIZATION, SOCIAL JUSTICE & SOCIAL WELFARE INTRODUCTION TO THE SPECIAL ISSUE - Frederick (Fritz) MacDonald and James Midgley, Special Editors PERSPECTIVES ON GLOBALIZATION, SOCIAL JUSTICE AND WELFARE - James Midgley GLOBALIZATION AND DRUG AND ALCOHOL USE IN RURAL COMMUNITIES IN NIGERIA: A CASE STUDY - Charles Fiki COLOR-BLIND INDIVIDUALISM, INTERCOUNTRY ADOPTION AND PUBLIC POLICY - Pamela Anne Quiroz THE CHALLENGE OF COMMUNITY WORK IN A GLOBAL ECONOMY - Howard Karger, Christian Iyiani and Pat Shannon GLOBALIZATION, IMMIGRATION AND THE WELFARE STATE: A CROSS-NATIONAL COMPARISON - Qingwen Xu GLOBALIZATION AND HUMAN TRAFFICKING - Loring Jones, David W. Engstrom, Tricia Hilliard and Mariel Diaz GLOBALIZATION AND SOCIAL WORK EDUCATION AND PRACTICE: EXPLORING AUSTRALIAN PRACTITIONERS' VIEWS - Marina Findlay and John McCormack 123 TOWARD GLOBAL WELFARE STATE CONVERGENCE?: FAMILY POLICY AND HEALTH CARE IN SWEDEN, CANADA AND THE UNITED STATES - Gregg M. Olsen INTEGRATING GLOBALIZATION INTO THE SOCIAL WORK CURRICULUM - Karen Smith Rotabi, Denise Gammonley, Dorothy N. Gamble and Marie 0. Weil GLOBALIZATION, WELFARE REFORM AND THE SOCAL ECONOMY - Vanna Gonzales LETTERS TO THE EDITOR Stephen Marson - Senior Editor, The Journal of Social Work Values and Ethics Marguerite G. Rosenthal, Ph.D - Professor, School of Social Work, Salem State College, MA BOOK REVIEWS Republican Women: Feminism and Conservatism from Suffrage Through the Rise of the New Right. Catherine E. Rymph. Reviewed by Leon Ginsberg. Changing Lives: Delinquency Prevention as Crime Control Policy. Peter W. Greenwood. Reviewed by Matthew T. Theriot. Children and Youth in Adoption, Orphanages and Foster Care: A Historical Handbook and Guide. Lori Askeland (Ed.). Reviewed by Albert J. Ellett. Empire of Scrounge: Inside the Urban Underground of Dumpster Diving, Trash Picking, and Street Scavenging. Jeff Ferrell. Reviewed by Robert D. Leighninger, Jr. Black, Brown, Yellow and Left: Radical Activism in Los Angeles. Laura Pulido. Reviewed by Cheryl A. Hyde. White Slave Crusades: Race, Gender and Anti-vice Activism, 1887-1917. Brian Donovan. Reviewed by Leslie Leighninger. BOOK NOTES Taxes are a Woman's Issue: Reframing the Debate. Mimi Abramovitz and Sandra Morgen. Among Empires: American Ascendancy and its Predecessors. Charles S. Maier. Global Energy Shifts: Fostering Stability in a Turbulent Age. Bruce Podobnik. The Citizen's Stake: Exploring the Future of Universal Asset Policies. Will Paxton and Stuart White, with Dominic Maxwell. Pharmaceutical Reason: Knowledge and Value in Global Psychiatry. Andrew Lakoff. Differences that Matter: Social Policy and the Working Poor in the United States and Canada. Dan Zuberi. A CALL FOR PAPERS Beyond the Numbers: How the Lived Experiences of Women Challenge the "Success" of Welfare Reform
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.005 | 0.006 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.052 | 0.012 |
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".