Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Books reviewed: Delas, Jean‐Jacques; Jacquet, Maïté Le guide de la retraite 2001 Viossat, Louis‐Charles. Les retraites: enjeux, crise, solutions Börsch‐Supan, Axel; Miegel, Meinhard (eds.). Pension reform in six countries: What can we learn from each other? Minns, Richard. The cold war in welfare: Stock markets versus pensions Charlton, Roger; McKinnon, Roddy (eds.) Pensions in development Hange, Ulrich. Umlagefinanzierte Alterssicherung, Land und Migration Herfeld, Anna‐Maria. Reformansätze zur Alterssicherung in Deutschland und intergenerationelle Gerechtigkeit Belin, Bernard (ed.) Les personnes handicapées vieillissantes Robison, Janice (ed.) Towards a new social compact for care in old age Chiva, Anthony; Stears, David (eds.) Promoting the health of older people: The next step in health generation Kocher, Gerhard; Oggier, Willy (eds.) Système de santé suisse 2001/2002: survol de la situation actuelle Zhou, Huizhong (ed.) The political economy of health care reforms Scott, Claudia. Public and private roles in health care systems: Reform experience in seven OECD countries Harrison, Anthony. Making the right connections: The design and management of health care delivery Barr, Nicholas (ed.). Economic theory and the welfare state: Vol. 1: Theory. Vol. 2: Income transfers. Vol. 3: Benefits in kind Schmähl, Winfried (ed.). Soziale Sicherung zwischen Markt und Staat Baumol, William; Wilson, Charles A. (eds.). Welfare economics Widmer, Dieter. Die Sozialversicherung in der Schweiz Simon, Silvia. Umverteilung in der Sozialversicherung Fragnière, Jean‐Pierre. Politiques socials pour le XXI e siècle Kennett, Patricia. Comparative social policy: Theory and research France. Cour des Comptes. La sécurité sociale Watson Wyatt Worldwide (Brussels). Benefits report: Western Europe, USA and Canada, 2001 Chow, Nelson W. S. Socialist welfare with Chinese characteristics: The reform of the social security system in China Vielle, Pascale. La sécurité sociale et le coût indirect des responsabilités familiales France. Ministère de l’emploi et de la solidarityé. Plan national d’action français contre la pauvreté et l’exclusion sociale Ballet, Jérôme. L’exclusion: définitions et mécanismes Boissonnat, Jean. La fin du chômage? Hill, Michael (ed.). Income maintenance policy Turner, John A. (ed.). Pay at risk: Compensation and employment risk in the United States and Canada De Koning, Jaap; Mosley, Hugh (eds.). Labour market policy and unemployment: Impact and process evaluations in elected European countries
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 it