Establishing Scientific Mechanisms to Maintain Security of the Core Socialist Values
Bibliographic record
Abstract
Since the public’s wide cognition and profound recognition of the core socialist values serve as the primary prerequisite for safeguarding the values system, it is quite necessary to explore the rules of cognition and recognition as well as establish sound and scientific mechanisms. The establishment of a scientific interpretation mechanism, a reasonable publicity mechanism, an effective education mechanism and an overall coordination mechanism forms the prerequisite and essence for and the guarantee of the public’s wide cognition and profound recognition of the core socialist values. In this way, the core socialist values can be translated from values objective, orientation and criterion to collective awareness, the guide and objective that the public voluntarily pursue, the firm belief and behavioral guideline within the public and in turn moral practice and conscious action.
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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 | 0.052 | 0.065 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.001 |
| Science and technology studies | 0.006 | 0.044 |
| Scholarly communication | 0.014 | 0.015 |
| Open science | 0.003 | 0.010 |
| Research integrity | 0.006 | 0.008 |
| Insufficient payload (model declined to judge) | 0.007 | 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".