{"id":"W1837823976","doi":"10.1016/j.jaci.2015.04.048","title":"Predicting asthma outcomes","year":2015,"lang":"en","type":"review","venue":"Journal of Allergy and Clinical Immunology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":104,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Asthma; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001519951,0.001788609,0.003102459,0.002001262,0.0002631829,0.001625029,0.001114368,0.001376351,0.002977509],"category_scores_gemma":[0.003672856,0.0004823166,0.001860245,0.00164971,0.0003460739,0.001327003,0.001097082,0.002817094,0.001010488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005622911,"about_ca_system_score_gemma":0.001622313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002602019,"about_ca_topic_score_gemma":0.005138597,"domain_scores_codex":[0.9993279,0.0001667403,0.0001300821,0.000131637,0.0001884966,0.00005523745],"domain_scores_gemma":[0.9988185,0.0005885701,0.0002422872,0.00003053565,0.0002546773,0.00006540042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000228722,0.0001845656,0.006371316,0.0208132,0.001319868,0.00007939915,0.0000375554,0.0004277707,0.0003037431,0.000787677,0.01850433,0.9509417],"study_design_scores_gemma":[0.0007432735,0.001354886,0.0786343,0.1172968,0.02523987,0.003660157,0.0005149728,0.003043727,0.001811021,0.01180823,0.7555557,0.0003369228],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003126385,0.998346,0.0001259757,0.0004353473,0.0002687054,0.000008120423,0.00005277103,0.000005710321,0.0004448241],"genre_scores_gemma":[0.003801405,0.9942487,0.0004011347,0.0005242358,0.000613561,0.00001501964,0.0001324648,0.000001417711,0.0002620096],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003102459,"threshold_uncertainty_score":0.009960771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07996980975655914,"score_gpt":0.4216238162934706,"score_spread":0.3416540065369115,"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."}}