[Features of feeding behavior of students of the Peoples' Friendship University of Russia].
Bibliographic record
Abstract
The feeding behavior of students of Peoples Friendship University of Russia from 55 countries (557 persons) was studied by questionary method. Most students (83%) recognized the changes in nutrition after admission to the university. A quarter of students noted the ill health. The adaptation to the new nutrition type of at 12% per a year of study. About third (31%) rated their nutrition as good, 39%--as satisfactory, 20%--unsatisfactory at the moment of research. 80% of students broke a diet. About half of students (51%) regularly miss a breakfast, 34% and 15%--miss a dinner and supper. More than 60% of students eat hot meals not oftener than once a day. Insufficient consumption of fish, eggs and bean by students also was noted in the course of research. Irrationality of the educational schedule and the high prices for foodstuffs are leading causes of breaking of nutrition according to students.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.002 | 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".