Journal of Sociology & Social Welfare Vol. 29, No. 4 (December 2002)
Bibliographic record
Abstract
TABLE OF CONTENTS DIFFERENT TYPES OF WELFARE STATES? A METHODOLOGICAL DECONSTRUCTION OF COMPARATIVE RESEARCH - Rebecca A. Van Voorhis FROM SOCIAL WORK TO HUMAN SERVICES - David Stoesz "FOR THEIR OWN GOOD?": SEX WORK, SOCIAL CONTROL, AND SOCIAL WORKERS, A HISTORICAL PERSPECTIVE - Sephanie Wahab EXPLORATORY RESEARCH IN PUBLIC SOCIAL SERVICE AGENCIES: AS ASSESSMENT OF DISSEMINATION AND UTILIZATION - Teresa Dal Santo, Sheryl Goldberg, Pamela Choice, and Michael J. Austin HEALTH SERVICES SOCIAL WORKERS' ACTIVITIES WITH PEOPLE WITH DISABILITIES: PREDICTERS OF COMMUNITY PRACTICE - Richard L. Beaulaurier OPEN FOR BUSINESS: EXPLORING THE LIFE STAGES OF TWO CANADIAN STREET YOUTH SHELTERS - Jeff Karabanow ASSETS AND NEIGHBORING: AN EXPLORATION INTO HOUSEHOLD ASSETS AND EFFORTS TO BE A GOOD NEIGHBOR - Tim Reutebuch NOT IN MY SOCIAL WORLD: A CULTURAL ANALYSIS OF MEDIA REPRESENTATIONS, CONTESTED SPACES, AND SYMPATHY FOR THE HOMELESS - James A. Forte BOOK REVIEWS Love's Revolution: Interracial Marriage. Maria P. Root. Reviewed by Dianne Rush Woods. Preserving Privilege: California Politics, Propositions, and People of Color. Jewelle Taylor Gibbs and Teiahsha Bankhead. Reviewed by Devon Brooks. Balancing Family-Centered Services and Child Well-Being: Exploring Issues in Policy, Practice, Theory, and Research. Elaine Walton, Patricia Sandau-Beckler and Marc Mannes (Eds.). Reviewed by Sherrill J. Clark. Children, Family and the State: Decision-making and Child Participation. Nigel Thomas. Reviewed by Eileen Munro. HIV, AIDS, and the Law. Donald T. Dickson. Reviewed by Ronald J. Mancoske. Consumption and Social Welfare: Living Standards and Their Distribution in the United States. Daniel T. Slesnick. Reviewed by Sondra G. Beverly. BOOK NOTES The Road not Taken: A History of Radical Social Work in the United States. Michael Reisch and Janice Andrews Welfare Reform: Failures and Remedies. Alvin L. Schorr Evaluating Welfare Reform in an Era of Transition. Robert A. Moffitt and Michele Ver Ploeg (Eds.). The Principles of Social Policy. Robert E Drake, and Welfare Theory: An Introduction. Tony Fitzpatrick. The New Poverty Studies: The Ethnography of Power, Politics and Impoverished People in the United States. Judith Goode and Jeff Maskovsky (Eds.).
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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 | 0.003 | 0.006 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.068 | 0.015 |
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".