Bibliographic record
Abstract
Purpose of the contribution is related to the fundamental feature of sedentary consumerist society strongly diminishing role and importance of physical activity in everyday life. At the same time sportive physical activity is also very important factor in the process of officiating of the level of healthy and active life style, quality of life and health in general. Method to study position of physical activity in sedentary society is based on discussion of relevent concepts and consequent presentation of most typical conclusions of sociological research relating to levels of physical activity (inactivity) of Czech inhabitants. Sedentary society is confronted with great decline of physical activity at work, households and in transportation. Active transportation, as an indispensable part of healthy active way of life refers to the most reasonable human-powered transportation – walking and cycling. Results of the great emprical research “Physical activity of Czech population“ concluded that most respondents prefer „inactive ways of transportation“ (cars, public transportation system); only less that one quarter of respondents use active ways of transportation (walking, biking). Men are more interested in biking, women in walking. In the Czech cultural setting changing attitude to physical activity as an integral part of everyday active life style is resulting from the changing social structure, in particular the newly establishing middle-class as well from prevalent cultural changes.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 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".