The Comparison and Reference of the University Security System in Foreign Countries:Taking Britain,America,Canada,Sweden,Japan and Singapore as Examples
Bibliographic record
Abstract
In terms of the university security system of Europe and the United States,the representatives are the United States,Britain,Canada and Sweden.The British universities' security system mainly includes three modes: stationing in school,the university security mode specifically warranted by law,and the outsourced security;the United States takes campus as the dominant mode;the universities' security system of Canada uses the campus community policing mode;the university security system in Sweden shows the administration and socialization characterristics.As to the Asian area,the representatives are Japan and Singapore.Japan takes youth police security mode as the dominant form;while in Singapore university security mainly includes: Office of Safety、Health Environment(OSHE) and Office of Campus Security(OCS) as well as Outsourced Security.The security system of overseas universities has important enlightenment for our constructing the university security system in a new era.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.008 | 0.017 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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".