{"id":"W3161849676","doi":"10.1186/s12931-021-01733-9","title":"Benefit of switching to mepolizumab from omalizumab in severe eosinophilic asthma based on patient characteristics","year":2021,"lang":"en","type":"article","venue":"Respiratory Research","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"GlaxoSmithKline foundation; GlaxoSmithKline","keywords":"Mepolizumab; Omalizumab; Medicine; Asthma; Eosinophilic; Dermatology; Immunology; Eosinophil; Immunoglobulin E; Pathology; Antibody","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":[0.001193166,0.0002290773,0.0008622297,0.0001821676,0.0001874775,0.0004715923,0.0001756506,0.0004034527,0.001677195],"category_scores_gemma":[0.002294222,0.00008765583,0.0009796097,0.0001658878,0.0001818476,0.0003027107,0.0002056957,0.000773103,0.000151487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002514075,"about_ca_system_score_gemma":0.0002507126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003813003,"about_ca_topic_score_gemma":0.0006083139,"domain_scores_codex":[0.9990643,0.000398559,0.00009076685,0.0001773039,0.0001290141,0.0001401968],"domain_scores_gemma":[0.9975547,0.001214913,0.0006501691,0.0001108387,0.00009108513,0.0003783893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1694465,0.002537474,0.6720307,0.0005524824,0.003911249,0.0004239226,0.0002179631,0.002976794,0.01390345,0.0002034729,0.002021535,0.1317744],"study_design_scores_gemma":[0.004764235,0.02130786,0.9660053,0.00007339846,0.001502345,0.0005433963,0.0001317277,0.002558889,0.00165676,0.0002203486,0.001203441,0.0000323375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998274,0.0008207056,0.00006845845,0.0001105094,0.00001734164,0.00002385684,0.0001515735,0.000005841871,0.0005276114],"genre_scores_gemma":[0.999512,0.00007880576,0.00004586383,0.00008696481,0.00002299067,0.0000119185,0.0001688808,0.000001166255,0.00007150073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001677195,"threshold_uncertainty_score":0.006310165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05146926061376121,"score_gpt":0.3515528897085085,"score_spread":0.3000836290947472,"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."}}