{"id":"W3048227071","doi":"10.1111/resp.13926","title":"Predictors of response to <scp>anti‐IL‐5</scp> biologics","year":2020,"lang":"en","type":"article","venue":"Respirology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Mepolizumab; Medicine; Benralizumab; Exacerbation; Asthma; Eosinophil; Immunology; Eosinophilia; Interleukin 5; Eosinophil cationic protein; Asthma exacerbations; Cytokine; Allergic inflammation; Interleukin","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":[0.001005398,0.0003493257,0.0005080907,0.0005676556,0.0002054431,0.0005940011,0.0002795159,0.0008792282,0.005307918],"category_scores_gemma":[0.003096467,0.0001040705,0.000518368,0.0005682709,0.0002334192,0.000446389,0.0002512805,0.001241486,0.001126585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002709517,"about_ca_system_score_gemma":0.0002516506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008471992,"about_ca_topic_score_gemma":0.0007400291,"domain_scores_codex":[0.9994936,0.0001372013,0.00006851236,0.00006563582,0.0001373561,0.00009763877],"domain_scores_gemma":[0.9968787,0.00130669,0.0008290563,0.00009863495,0.0003155608,0.000571395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00208762,0.0001450177,0.9858436,0.00004894196,0.0001226305,0.0001208553,0.00001947488,0.0003787141,0.0007468087,0.00007622484,0.0008717479,0.009538329],"study_design_scores_gemma":[0.00006976046,0.0008077093,0.9948796,0.00004692209,0.0001068459,0.0005675811,0.00005559806,0.001351927,0.0004309348,0.0001742294,0.001497617,0.00001113886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833363,0.007364096,0.0004457795,0.0008296812,0.0001046149,0.00006854756,0.001451251,0.00004710604,0.006352657],"genre_scores_gemma":[0.9972311,0.0004914491,0.0001944905,0.0001673119,0.0001293071,0.00002116255,0.001162374,0.000007330751,0.0005954539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005307918,"threshold_uncertainty_score":0.01775676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072831418558446,"score_gpt":0.2741660447167177,"score_spread":0.2534377305311332,"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."}}