Percepção dos estudantes universitários sobre o consumo de drogas entre seus pares no ABC Paulista, São Paulo, Brasil
Bibliographic record
Abstract
O objetivo deste estudo foi analisar a relação entre o uso de drogas e as normas percebidas pelos estudantes universitários entre seus pares. Trata-se de estudo transversal, baseado em um censo. Foram avaliados todos os estudantes dos 2 e 3 anos dos cursos de medicina e enfermagem. O projeto incluiu estudantes entre 18 e 24 anos da Faculdade de Medicina do ABC, em Santo André, Brasil. Os estudantes foram convidados a, voluntariamente, responder um questionário que avalia, entre outras variáveis, consumo próprio de drogas e percepção sobre o uso dos pares. Houve participação de 274 estudantes. A fim de analizar os dados, foi utilizado o pacote SPSS e técnicas descritivas, incluindo-se frequências e médias. Houve superestimativa da percepção do consumo de drogas em relação à frequência descrita de uso próprio pelos estudantes.
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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 | 0.002 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".