Problematic alcohol and tobacco use among healthcare professionals
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
O objetivo deste estudo foi descrever a prevalência e características do uso problemático de álcool e tabaco entre profissionais de saúde atuantes na Estratégia de Saúde da Família. Foi realizado um estudo transversal com profissionais de saúde do Alto Uruguai Catarinense, Santa Catarina, Brasil. As variáveis dependentes foram o uso problemático de álcool e o uso de tabaco e as variáveis independentes foram as características sociodemográficas, socioeconômicas e condições de saúde. Observou-se que 6,2% apresentavam uso problemático de álcool e 8,5% usavam tabaco. Torna-se essencial que os serviços de saúde estruturem políticas e ações específicas o desenvolvimento de estratégias de prevenção e tratamento específicos para este grupo de profissionais, aumentando a qualidade dos serviços prestados aos usuários neste nível de atenção
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it