{"id":"W2165853736","doi":"10.1136/thx.2005.045161","title":"Asthma exacerbations {middle dot} 1: Epidemiology","year":2006,"lang":"ur","type":"article","venue":"Thorax","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":243,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Exacerbation; Rhinovirus; Asthma; Asthma exacerbations; Epidemiology; Respiratory system; Immunology; Respiratory disease; Pediatrics; Intensive care medicine; Environmental health; Internal medicine; Lung","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006898068,0.0003600336,0.0007477411,0.0001774044,0.0002882922,0.00001834136,0.0001948221,0.0003464961,0.003215245],"category_scores_gemma":[0.0005676733,0.0003057853,0.0003148279,0.0003631721,0.0003984737,0.0001029335,0.00009021893,0.0003755967,0.003954355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001216858,"about_ca_system_score_gemma":0.0003558888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000316958,"about_ca_topic_score_gemma":0.00006344463,"domain_scores_codex":[0.9970388,0.0005699158,0.000800018,0.0005573251,0.0002438871,0.00079009],"domain_scores_gemma":[0.9979756,0.0005448377,0.0002495775,0.0006821511,0.0001507417,0.0003970193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007512374,0.002951366,0.4281637,0.001048392,0.0003321592,0.0008110724,0.0006359055,0.00118389,0.004419086,0.0571675,0.3936353,0.1089004],"study_design_scores_gemma":[0.001477181,0.0005902674,0.3404863,0.0003673664,0.0003104413,0.00005949614,0.0006005341,0.0006572469,0.000407431,0.003589606,0.6509631,0.0004909544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7749483,0.07153979,0.002885995,0.006468263,0.002323644,0.001109578,0.0002664603,0.0004147194,0.1400432],"genre_scores_gemma":[0.9415493,0.0002121656,0.0007388599,0.001993305,0.003953659,0.00004242155,0.0001823375,0.00006753764,0.05126044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2573279,"threshold_uncertainty_score":0.9999394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04884953027324677,"score_gpt":0.3178613934494531,"score_spread":0.2690118631762063,"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."}}