{"id":"W2954327547","doi":"10.1183/13993003.01046-2019","title":"GINA 2019: a fundamental change in asthma management","year":2019,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":386,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Manitoba; Children's Hospital Research Institute of Manitoba; University of British Columbia","funders":"","keywords":"Medicine; Asthma; Inhaler; Corticosteroid; Asthma management; Asthma exacerbations; Intensive care medicine; Pediatrics; Physical therapy; Internal medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007665672,0.000230085,0.0002887272,0.0004158377,0.0001004987,0.00007334614,0.0002082157,0.00004052543,0.001482404],"category_scores_gemma":[0.00001355412,0.0001877366,0.0001880266,0.0002374242,0.0000595589,0.0002338878,0.0001268702,0.0004972334,0.002845724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001571713,"about_ca_system_score_gemma":0.0000671077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001372044,"about_ca_topic_score_gemma":0.000001343029,"domain_scores_codex":[0.9979544,0.0003516444,0.0004589568,0.0003200166,0.000475741,0.0004392661],"domain_scores_gemma":[0.9990012,0.00001308671,0.0001649634,0.0003544753,0.00005256469,0.0004137128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008641665,0.0008808953,0.7216603,0.0002624345,0.0001401456,0.01913409,0.0006687972,0.00001814813,0.00389528,0.0003689958,0.01539204,0.2367147],"study_design_scores_gemma":[0.002463646,0.0005130164,0.5730383,0.0002786792,0.0000164526,0.0002441052,0.0002158985,0.000006780134,0.00004252141,0.000003941926,0.42303,0.0001465894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323898,0.002852262,0.00001173931,0.0002119684,0.0005315753,0.000506211,0.000004623027,0.00005065407,0.06344118],"genre_scores_gemma":[0.9883467,0.000103408,0.0001647121,0.006684401,0.0009924636,0.000007035058,0.000004167421,0.00007728051,0.003619833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.407638,"threshold_uncertainty_score":0.9994304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02395900862707621,"score_gpt":0.2818695458353863,"score_spread":0.25791053720831,"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."}}