Bibliographic record
Abstract
Singapore, as a postwar new modernized country ,has established oneself characteristic more perfect social security system in the full absorption world advanced social security systems. Singapore success experience has the important model significance with China ,which belongs to Eastern culture. Key words: Singapore, Social security, Enlightenment Resume: Le Singapour, un pays moderne emergeant apres la guerre, en s’inspirant des systemes d’assurance sociale avances du monde, a installe son propre systeme d’assurance sociale relativement complet. Le succes du Singapour dans ce domaine offre des revelations pour la Chine, qui appartient aussi a la culture orientale. Mots-cles: Singapour, assurance sociale, revelation 摘要：新加坡作為一個戰後新型的現代化國家，在充分吸收世界先進的社會保障制度的基礎上，建立了具有自己特色的較為完善的社會保障體制。新加坡建立社會保障制度的成功經驗對於同屬於東方文化的中國，具有重要的借鑒意義。 關鍵詞：新加坡；社會保障；啟示
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 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 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".