ANÁLISE DO PERFIL EPIDEMIOLÓGICO DE PNEUMOCONIOSE RELACIONADA AO TRABALHO ENTRE 2014 A 2018 EM SÃO PAULO
Bibliographic record
Abstract
Introduo: Define-se pneumoconiose casos de pneumopatias relacionadas inalao de poeiras em ambientes de trabalho.O termo engloba todas as enfermidades pulmonares parenquimatosas ocasionadas pela inalao de partculas, sem considerar o mecanismo fisiopatolgico envolvido.Assim, os casos de pneumoconiose relacionadas ao trabalho, especialmente em So Paulo, que abriga diversos segmentos industriais, esto se transformando em um desafio de sade pblica.Objetivo: Descrever o perfil epidemiolgico dos casos de pneumoconiose relacionado ao trabalho entre os
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.058 | 0.023 |
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; both teacher heads agree on what is shown here.
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".