Journal of Sociology & Social Welfare Vol. 37, No. 4 (December 2010)
Bibliographic record
Abstract
SPECIAL ISSUE ON HOMELESSNESS IN CANADA INTRODUCTION TO THE SPECIAL ISSUE: HOMELESSNESS IN CANADA - John R. Graham and Jeannette Waegemakers Schiff, Special Editors PERSPECTIVES OF EMPLOYED PEOPLE EXPERIENCING HOMELESSNESS OF SELF AND BEING HOMELESS: CHALLENGING SOCIALLY CONSTRUCTED PERCEPTIONS AND STEREOTYPES - Micheal L. Shier, Marion E. Jones, and John R. Graham THE ECONOMICS OF BEING YOUNG AND POOR: HOW HOMELESS YOUTH SURVIVE IN NEOLIBERAL TIMES - Jeff Karabanow, Jean Hughes, Jann Ticknor, Sean Kidd, and Dorothy Patterson OUT OF THE FRYING PAN, INTO THE FIRE: TRAUMA IN THE LIVES OF HOMELESS YOUTH PRIOR TO AND DURING HOMELESSNESS - John Coates and Sue McKenzie-Mohr THE LIMITS OF SOCIAL CAPITAL: AN EXAMINATION OF IMMIGRANTS' HOUSING CHALLENGES IN CALGARY - Alina Tanasescu and Alan Smart HOUSING FOR PEOPLE WITH SERIOUS MENTAL ILLNESS: APPROACHES, EVIDENCE, AND TRANSFORMATIVE CHANGE - Geoffrey Nelson REPRESENTATIONS OF HOMELESSNESS IN FOUR CANADIAN NEWSPAPERS: REGULATION, CONTROL, AND SOCIAL ORDER - Barbara Schneider, Kerry Chamberlain, and Darrin Hodgetts PROGRESSIVE HOUSING POLICY IN THE 21ST CENTURY: A CONTRARIAN VIEW - George Fallis BOOK REVIEWS The Idea of Justice. Amartia Sen. Reviewed by David G. Gil Freefall: America, Markets and the Sinking of the World Economy. Joseph E. Stiglitz. Reviewed by Helen Lachs Ginsburg. Race, Place, and Environmental Justice after Hurricane Katrina: Struggles to Reclaim, Rebuild, and Revitalize New Orleans and the Gulf Coast. Robert Bullard and Beverly Wright, Eds. Reviewed by Robert Forrant. The War on Welfare: Family, Poverty, and Politics in Modern America. Marisa Chappell. Reviewed by John M. Herrick. Formal and Informal Work: The Hidden Work Regime in Europe. Birgit Pfau-Effinger, Lluis Flaquer and Per H. Jensen, Eds. Reviewed by James Midgley. Work-Life Policies. Ann C. Crouter and Alan Booth, Eds. Reviewed by Marguerite G. Rosenthal. The Housing Policy Revolution: Networks and Neighborhoods. David J. Erickson. Reviewed by Corianne P. Scally. Needed by Nobody: Homelessness and Humanness in Post- Socialist Russia. Tova Hojdestrand. Reviewed by Sviatlana Smashnaya. The People Shall Rule: ACORN, Community Organizing, and the Struggle for Economic Justice. Robert Fisher, Ed. Reviewed by Elizabeth Beck. 'Til Death or Distance Do Us Part: Love and Marriage in African America. Frances Smith Foster. Reviewed by Shannon Butler-Mokoro. Doing Time Together: Love and Family in the Shadow of the Prison. Megan Comfort. Reviewed by Jonah A. Siegel. INDEX OF VOLUME XXXVII, ISSUES 1-4
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 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 | 0.006 |
| Science and technology studies | 0.008 | 0.008 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.056 | 0.009 |
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".