{"id":"W4401576772","doi":"10.1007/s10453-024-09834-w","title":"Use of weather types to analyze the simultaneous abundance of ozone, PM2.5 and allergenic tree pollen: focusing on the potential impact on asthma hospitalization in Montreal, Canada","year":2024,"lang":"en","type":"article","venue":"Aerobiologia","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asthma; Pollen; Air pollution; Environmental science; Environmental health; Relative humidity; Population; Meteorology; Medicine; Geography; Ecology; Immunology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004372981,0.000619013,0.0003043715,0.001494353,0.001250038,0.001027265,0.0009626234,0.0002704802,0.001325569],"category_scores_gemma":[0.0009557256,0.0001760401,0.0006475205,0.002507094,0.0003818814,0.0002556835,0.0005182924,0.0003732766,0.0001368701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01475928,"about_ca_system_score_gemma":0.01271378,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9946418,"about_ca_topic_score_gemma":0.9971191,"domain_scores_codex":[0.9996253,0.00004073798,0.0000199045,0.00008025445,0.0001041297,0.0001296241],"domain_scores_gemma":[0.9992693,0.00005226962,0.0001045904,0.00002303381,0.0003723429,0.0001784004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007380058,0.0000244164,0.9927737,0.00003058988,0.0001199,0.00009165241,0.000228751,0.0004477408,0.0007286691,0.00007007318,0.0008613981,0.00454927],"study_design_scores_gemma":[0.000002610181,0.00001403947,0.997919,0.00000989352,0.00003927109,0.00001770291,0.0005229713,0.0007753355,0.00012316,0.000009024765,0.0005599051,0.000007127333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888508,0.001147262,0.0005989209,0.0002423103,0.00002579003,0.00006980455,0.006159939,0.00003657279,0.002868648],"genre_scores_gemma":[0.9960824,0.0002711423,0.0004379436,0.00004243806,0.000008011134,0.00001722963,0.001842197,0.000006265754,0.001292372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01475928,"threshold_uncertainty_score":0.1070866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584842829985931,"score_gpt":0.2580734747912785,"score_spread":0.2422250464914192,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}