Functional Analysis of the Modern Civil Society through the Lens of Welfare State
Bibliographic record
Abstract
The growing opportunities of the civil society institution and its specific influence on the processes occurring at the current stage of economic development highlights the current importance of this study. This necessitates an objective need to examine the concept and essence of welfare state (social state), as well as to analyze the civil society as an element influencing its formation, ensuring the prospects of development and formation of real rule-of-law democratic state. Thus, this article aims to study the current state of civil society institution and to justify the need for ensuring the high level of social security for its citizens, on the basis of social partnership and social responsibility of the state, business structures and civil society. The main research methods that enabled to comprehensively examine the studied problem were the analysis of theoretical and regulatory legal acts, study of the foreign experience. The article presents the results of legal regulation analysis and problems related to the formation of civil society institution in Kazakhstan.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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 teacher head, 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".