Dynamics of Three-Dimensional Model {g} Family Orientation (Samples 1976-2000-2014)
Bibliographic record
Abstract
The article reveals the volume of relationship of behavioral and normative orientations of women in the dynamics over forty years. A secondary analysis was undertaken with deep processing of primary data. The author analyzes test results with the help of semantic differential, methods to identify life orientations and opinions on three measurements at intervals of 25 and 15 years. The analysis result is the construction of normative behavioral and orientation model, characteristics of which are related to the fundamental demographic parameters, necessary for the process of population reproduction. A stable orientation of married women with a one- or two-child family was revealed, which was formed in Russian society toward the last quarter of the 20th century. The article also presents a problem of insufficiency of economic half measures to get out of the demographic crisis and the necessity of systemic measures to overcome this situation in order to ensure further normal development of the country.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".