MétaCan
Menu
Back to cohort
Record W4378555881 · doi:10.15453/0191-5096.2844

Journal of Sociology & Social Welfare Vol. 29, No. 4 (December 2002)

2002· article· en· W4378555881 on OpenAlexaboutno aff

Bibliographic record

VenueThe Journal of Sociology & Social Welfare · 2002
Typearticle
Languageen
FieldSocial Sciences
TopicSocial Policy and Reform Studies
Canadian institutionsnot available
Fundersnot available
KeywordsSociologySocial WelfareWelfareSocial scienceEconomicsPolitical scienceLawMarket economy

Abstract

fetched live from OpenAlex

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.).

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.932
Threshold uncertainty score0.228

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.006
Science and technology studies0.0040.004
Scholarly communication0.0090.004
Open science0.0010.003
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0680.015

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.

Opus teacher head0.050
GPT teacher head0.334
Teacher spread0.284 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2002
Admission routes1
Has abstractyes

Explore more

Same venueThe Journal of Sociology & Social WelfareSame topicSocial Policy and Reform StudiesFrench-language works237,207