Bibliographic record
Abstract
Books reviewed in this article: Weber, Axel (comp.); Asian Development Bank. Social protection index for committed poverty reduction. Islam, Nurul. Reducing rural poverty in Asia: Challenges and opportunities for microenterprises and public employment schemes. Alesina, Alberto; Glaeser, Edward L.Combattre les inégalités et la pauvreté: les Etats‐Unis face à l'Europe. Leisering, Lutz; Buhr, Petra; Traiser‐Diop, Ute. Soziale Grundsicherung in der Welt ‐ gesellschaft:monetäre Mindestsicherungs ‐systeme in den Länden des Südens und des Nordens. Imbeau, Louis. Politiques publiques com‐parées dans les Etats fédérés: l'Allemagne, l'Australie, le Canada, les Etats‐Unis et la Suisse. Schierup, Carl‐Ulrik; Hansen, Peo; Castles,Stephen. Migration, citizenship, and the European welfare state: A European dilemma. Razavi, Shahra; Hassim, Shireen (comp.); Instituto de Investigación de las Naciones Unidas para el Desarrollo So cial. Gender and social policy in a global context. Steinwachs, Luise. Die Herstellung sozialer Sicherheit in Tanzania: Prozesse sozialer Transformation und die Entstehung neuer Handlungsräume. Glendinning, Caroline; Kemp, Peter A.(comp.). Cash and care: Policy challenges in the welfare state. Piller, Otto. Die soziale Schweiz: die schweizerischen Sozialwerke im Überblick. Häcki, Kurt; Schaub, Beatrice. Sozialversi ‐cherungen kreuz und quer. Schoppa, Leonard. Race for the exits: The unraveling of Japan's system of social protection. Lafore, Robert; Cauquil, Guy (comp.). Evaluer les politiques sociales. Bureau, Marie‐Christine, et al. Défaillances et inventions de l'action sociale. Parienty, Arnaud. Protection sociale: le défi. Allen, Davina; Pilnick, Alison (comp.). The social organisation of healthcare work. Walshe, Kieran; Smith, Judith (comp.). Healthcare management. Jacobs, Rowena; Smith, Peter C.; Street, Andrew.Measuring efficiency in health care:Analytic techniques and health policy. Brink, Alexander, et al. Gerechtigkeit im Gesundheitswesen. Angel, Ronald J.; Lein, Laura; Henrici, Jane.Poor families in America's health care crisis. Buzzi, Stéphane; Devinck, Jean‐Claude; Rosental, Paul‐André. La santé au travail,1880‐2006. Libault, Dominique, et al. La réforme de l'assurance maladie. Dopson, Sue; Fitzgerald, Louise. Knowledge to action? Evidence‐based health care in context. Gimeno, Juan A.; Rubio, Santiago; Tamayo Lorenzo, Pedro A. (comps.). Economía de la salud: fundamentos. Gimeno, Juan A.; Rubio, Santiago; Tamayo Lorenzo, Pedro A. (comps.). Economía de la salud: Instrumentos. Hamman, Philippe. Les travailleurs fron‐taliers en Europe: mobilités et mobilisations transnationales. l'Horty, Yannick. Les nouvelles politiques de l'emploi. Thibault, Florence; Avenel, Cyprien.Précarités et insécurité sociale. Demazière, Didier. Sociologie des chô‐meurs. Sunley, Peter; Martin, Ron; Nativel, Corinne.Putting workfare in place: Local labour markets and the New Deal. Organización de Cooperación y Desarrollo Económicos. Perspectivas del empleo, 2005. Lynch, Julia. Age in the welfare state: The origins of social spending on pensioners,workers, and children. Ebbinghaus, Bernhard. Reforming early retirement in Europe, Japan and the USA. Clark, Gordon L., et al. The Oxford handbook of pensions and retirement income. Milevsky, Moshe A. The calculus of retirement income: Financial models for pension annuities and life insurance. Dorenlot, Pascale, et al. Accompagner la fin de vie des personnes atteintes de la maladie d'Alzheimer ou de mal a dies apparentées.
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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.018 | 0.030 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.010 | 0.005 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.780 | 0.670 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".