Journal of Sociology & Social Welfare Vol. 32, No. 4 (December 2005)
Bibliographic record
Abstract
TABLE OF CONTENTS THE ROLES OF BUDDHIST TEMPLES IN THE TREATMENT OF HIV/AIDS IN THAILAND - Tomoko Kubotani and David Engstrom QUANTIFYING SOCIAL ENTITIES: AN HISTORICAL-SOCIOLOGICAL CRITIQUE - Julian Neylan COPYING FAILURE: AMERICAN-STYLE WELFARE REFORM IN OTHER COUNTRIES LONE MOTHERS AND WELFARE-TO-WORK POLICIES IN JAPAN AND THE UNITED STATES: TOWARDS AN ALTERNATIVE PERSPECTIVE - Aya Ezawa and Chisa Fujiwara WORKFARE IN TORONTO: MORE OF THE SAME? A RESEARCH NOTE - Ernie Lightman, Andrew Mitchell, and Dean Herd FROM SELF-SUFFICIENCY TO PERSONAL AND FAMILY SUSTAINABILITY: A NEW PARADIGM FOR SOCIAL POLICY - Robert Leibson Hawkins AN EXPLORATORY STUDY OF NEIGHBORHOOD CHOICES AMONG MOVING TO OPPORTUNITY PARTICIPANTS IN BALTIMORE, MARYLAND: THE INFLUENCE OF HOUSING SEARCH ASSISTANCE - James X. Bembry and Donald F. Norris LANGUAGE BARRIERS AND PERCEPTIONS OF BIAS: ETHNIC DIFFERENCES IN IMMIGRANT ENCOUNTERS WITH THE WELFARE SYSTEM - Philip Kretsedemas HOW HAS THE VIOLENCE AGAINST WOMEN ACT AFFECTED THE RESPONSE OF THE CRIMINAL JUSTICE SYSTEM TO DOMESTIC VIOLENCE? - Hyunkag Cho and Dina 1. Wilke HATE CRIMES AGAINST THE HOMELESS: WARNING-OUT NEW ENGLAND STYLE - Sandra Wachholz BOOK REVIEWS One Nation, Underprivileged: Why American Poverty Affects us All. Mark Robert Rank. Reviewed by Joel Blau. Handbook of Social Work with Groups. Charles D. Garvin, Lorraine M. Gutierrez and Maeda J. Galinsky (Eds.). Reviewed by Steven Rose. Perspectives on the Economics of Aging. David A. Wise (Ed.). Reviewed by Martin B. Tracy. Practice Issues in HIVIAIDS Services. Ronald J. Mancoske and James Donald Smith (Eds.). Reviewed by Vijayan K. Pillay. Insecurity and Welfare Regimes in Asia, Africa and Latin America. Ian Gough and Geof Wood with Armando Barrientos, Philipa Bevan, Peer Davis, and Graham Room. Reviewed by Kwong-leung Tang. Changing Welfare Services: Case Studies of Local Welfare Reform Programs. Michael J. Austin (Ed.) and Welfare Reform in West Virginia. Robert Jay Dilger (Ed.). Reviewed by James Midgley. BOOK NOTES Designing for the Homeless. Sam Davis. Child Welfare Revisited: An Africentric Perspective. Joyce E. Everett, Sandra P. Chipungu and Bogart R. Leashore (Eds.). On Their Own: What Happens to Kids When they Age Out of the Foster Care System? Martha Shirk and Gary Strangler. America's Environmental Report Card: Are We Making the Grade. Harvey Blatt. Mobilizing an Asian American Community. Linda Trinh Vo. A Future for Everyone: Innovative Social Responsibility and Community Partnerships. David Maurrasse. INDEX OF VOLUME XXXII, ISSUES 1-4, 2005
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.067 | 0.016 |
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".