Journal of Sociology & Social Welfare Vol. 34, No. 4 (December 2007)
Bibliographic record
Abstract
TABLE OF CONTENTS TWO DECADES AFTER MCMARTIN: A FOLLOW-UP OF 22 CONVICTED DAY CARE EMPLOYEES - Mary deYoung NEGOTIATING 'PROFESSIONAL AGENCY': SOCIAL WORK AND DECISION-MAKING WITHIN THE ONTARIO CHILD WELFARE SYSTEM - Henry Parada, Lisa Barnoff, and Brienne Coleman A CRITIQUE OF THE GLOBAL TRAFFICKING DISCOURSE AND U.S. POLICY - Moshoula Capous Desyllas A QUALITATIVE STUDY OF LETTERS TO PRESIDENT KENNEDY FROM PERSONS WITH MENTAL ILLNESS AND THEIR FAMILIES:USING THE RESEARCH POEM IN POLICY ORIENTED RESEARCH - Rich Furman and Allison Shukraft THE RESEARCH PRACTICES AND NEEDS OF NONPROFIT ORGANIZATIONS IN AN URBAN CENTER - Randy Stoecker PUBLIC AND PRIVATE SOURCES OF ASSISTANCE FOR LOW-INCOME HOUSEHOLDS - Chi-Fang Wu and Mary Keegan Eamon SOCIAL FUNCTIONING: A SOCIOLOGICAL COMMON BASE FOR SOCIAL WORK PRACTICE - Thomas J. Blakely and Gregory M. Dziadosz BOOK REVIEWS International Social Work Research: Issues and Prospects. Tony Tripodi and Miriam Potoky-Tripodi. Reviewed by Teresa Morris. Strategic Giving: The Art and Science' of Philanthropy. Peter Frumkin. Reviewed by Ram Cnaan. Welfare Discipline: Discourse, Governance and Globalization. Sanford F. Schram. Reviewed by Pranab Chatterjee and Kathleen M. Alman. Human Behavior for Social Work Practice: A Developmental- Ecological Framework. Wendy Haight and Edward H. Taylor. Reviewed by Marvin D. Feit. The Relationship Rights of Children. James G. Dwyer. Reviewed by Mary Ann Mason. The Future of Europe: Reform or Decline. Alberto Alesina and Francesco Gianvassi. Reviewed by James Midgley. BOOK NOTES Social Theory: Central Issues in Sociology. John Scott. Humanitarian Aid Work: A Critical Approach. Carlos Martin Beristain. Unsung Heroines: Single Mothers and the American Dream. Ruth Sidel. Deadly Worlds: The Emotional Costs of Globalization. Charles Lemert and Anthony Elliott. Solving the Health Care Problem: How Other Nations Succeeded and Why the United States Has Not. Pamela Behan. American Families: Past and Present. Susan M.'Ross, Editor. INDEX OF VOLUME XXXIV, 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 | 0.004 |
| 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 | 0.008 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.062 | 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".