Journal of Sociology & Social Welfare Vol. 30, No. 1 (March 2003)
Bibliographic record
Abstract
TABLE OF CONTENTS Special Issue on Institutional Enthnography: Theory and Practice DOROTHY SMITH AND KNOWING THE WORLD WE LIVE IN - Marie Campbell TURNING THE KALEIDOSCOPE: TELLING STORIES IN RHETORICAL SPACES - Bonnie M. Winfield "ARE YOU BEGINNING TO SEE A PATTERN HERE?" FAMILY AND MEDICAL DISCOURSES SHAPE THE STORY OF BLACK INFANT MORTALITY - Elaine R. Cleeton "FOR THE FAMILY": ASIAN IMMIGRANT WOMEN'S TRIPLE DAY - Kamini Maraj Grahame CHRONIC ILLNESS AND ACADEMIC ACCOMMODATION: MEETING DISABLED STUDENTS' "UNIQUE NEEDS" AND PRESERVING THE INSTITUTIONAL ORDER OF THE UNIVERSITY - Karen E. Jung A CHILD'S DEATH: LESSONS FROM HEALTH CARE PROVIDERS' TEXTS - Nancy M. Bell and Marie L. Campbell ANTIRACISM DISCOURSE: THE IDEOLOGICAL CIRCLE IN A CHILD WORLD - Miu Chung Yan "ACTIVE LIVING": TRANSFORMING THE ORGANIZATION OF RETIREMENT AND HOUSING IN THE U.S. - Paul C. Luken and Suzanne Vaughan BOOK REVIEWS Japan's Economic Dilemma: The Institutional Origins of Prosperity and Stagnation, New York: Cambridge University Press, 2001. $ 54.95 hardcover, $ 19.95 papercover. Bai Gao. Reviewed by Christian Aspalter. Managing to Care: Case Management and Service System Reform. Ann E. P. Dill. Reviewed by Charles D. Cowger. Science and Social Work: A Critical Appraisal. Stuart A. Kirk and William J. Reid. Reviewed by Tony Tripodi. Developments in Swedish Social Policy: Resisting Dionysus. Arthur Gould. Welfare in Ireland: Actors, Resources and Strategies. Michel Peillon. Reviewed by James Midgley. Theories for Practice: Symbolic Interactionist Translations. James A. Forte. Reviewed by Daniel Coleman. Starting at Home: Caring and Social Policy. Nel Noddings. Reviewed by Diane M. Johnson. BOOK NOTES Caring and Doing for Others: Social Responsibility in the Domains of Family, Work, and the Community. Alice S. Rossi (Ed.). Transformation of the Welfare State. Neil Gilbert. What Works? Evidence Based Policy and Practice in Public Services. Huw T.O. Davies, Sandra M. Nutley and Peter C. Smith (Eds.). Contemporary Asian Communities: Intersections and Divergences. Linda Trinh Vo and Rick Bonus (Eds.). Understanding Poverty. Sheldon H. Danziger and Robert H. Haveman (Eds.). Welfare Racism: Playing the Race Card Against America's Poor. Kenneth J. Neubeck and Noel Cazenave.
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.005 | 0.006 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.003 |
| 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".