{"id":"W2996629887","doi":"10.1080/24745332.2019.1678443","title":"Targeted management of severe asthma: Developing a Canadian approach","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Respiratory Critical Care and Sleep Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Toronto; University of British Columbia; University Health Network","funders":"","keywords":"Asthma; Asthma management; Medicine; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003510888,0.0002209512,0.0006428882,0.0007107985,0.0001272352,0.00001511026,0.0001635124,0.0001582042,0.0003957837],"category_scores_gemma":[0.0002336464,0.0001705164,0.0001250908,0.0003370669,0.0004332552,0.0001124642,0.00001544683,0.0003483228,0.000007858183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003054866,"about_ca_system_score_gemma":0.00262982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004960261,"about_ca_topic_score_gemma":0.009783215,"domain_scores_codex":[0.9981487,0.00008349778,0.000615686,0.0002400102,0.0004109511,0.0005010983],"domain_scores_gemma":[0.9962226,0.0000693523,0.0001095633,0.0002482429,0.0007904954,0.002559776],"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":[0.0009367128,0.0001602307,0.4600295,0.02109898,0.001597523,0.02316387,0.007876118,0.00009633981,0.001112513,0.03957289,0.01911194,0.4252434],"study_design_scores_gemma":[0.008990363,0.007302782,0.3034019,0.005795712,0.001372401,0.001873026,0.04790476,0.00004564376,0.0003269119,0.0002749122,0.6217555,0.0009559845],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867484,0.07765775,0.0002433267,0.002235889,0.0007680634,0.0005535642,0.00005738053,0.00001195695,0.03172369],"genre_scores_gemma":[0.9949755,0.0000467043,0.001020477,0.003576621,0.0002841739,0.000003119428,0.0000101936,0.00002746473,0.00005575249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6026436,"threshold_uncertainty_score":0.7498464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820451969061215,"score_gpt":0.2721262992839322,"score_spread":0.2539217795933201,"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."}}