ASSOCIAÇÃO ENTRE POLUIÇÃO DO AR E FENÓTIPOS DA ASMA EM SALVADOR, BRASIL, UMA CIDADE COM NÍVEIS DE POLUENTES DENTRO DOS LIMITES RECOMENDÁVEIS
Bibliographic record
Abstract
Objetivo: avaliar a relação entre a exposição à poluição atmosférica e fenótipos da asma, controle dos sintomas e função pulmonar. Métodos: residentes num raio de dois quilômetros das oito estações fixas de monitoramento do ar, com asma grave ou asma leve a moderada, subdivididos em: atópico e eosinofílico e avaliados com o Questionário de Controle da Asma e espirometria. Resultados: nos indivíduos com asma leve/moderada, o fenótipo não eosinofílico esteve associado a maior exposição ao material particulado e ao dióxido de nitrogênio; a amostra com asma grave não demonstrou associação a qualquer desfecho de controle da asma. Conclusão: A exposição de indivíduos com asma leve a moderada aos poluentes MP10 e NO2 esteve associada ao fenótipo não eosinofílico da asma em Salvador, Brasil.
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.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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".