L'activitat exterior del Quebec: tomb econòmic i consolidació
Bibliographic record
Abstract
Exposure to pollen and fungal spores constitutes a critical environmental determinant in the pathophysiology of allergic respiratory diseases, the prevalence of which has been increasing in urban environments characterised by ecological conditions favourable to the dispersal of allergenic species. In this context, this study aimed to characterize, from a clinical and epidemiological point of view, the population of Bragança with suspected allergies to pollen grains and Alternaria alternata. This is an observational, descriptive, cross-sectional and retrospective study, based on the analysis of 100 clinical histories, with data obtained through structured questionnaires and prick-tests with thirteen allergenic extracts: twelve pollen and one specific to Alternaria alternata. The majority of the sample was female (53 %), with an average age of 23.9 ± 15.3 years, predominantly living in urban areas (86 %). 42% owned pets, 37 % were exposed to smoking and 19 % lived in houses with carpeting. The most frequent symptoms were allergic rhinitis (99 %), rhinoconjunctivitis (97 %), eczema (45 %) and wheezing (44 %). Polysensitization was observed in 97 % of participants, with sensitizations predominantly directed at wild grass mixtures (96 %), cultivated grasses (82 %), Olea europaea L. (80 %), herb mixtures (78 %), Plantago lanceolata L. (75 %) and Alternaria alternata (Fr.) Keissl. (8 %). This evidence suggests that there is a pattern of sensitization compatible with respiratory allergies in the population of Bragança.
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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 | 0.006 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 teacher head, 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".