{"id":"W4399929256","doi":"10.1111/all.16178","title":"Real‐world biologics response and super‐response in the International Severe Asthma Registry cohort","year":2024,"lang":"en","type":"article","venue":"Allergy","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Toronto; University of Alberta; Vancouver General Hospital; University of British Columbia","funders":"Optimum Patient Care; Sanofi; GlaxoSmithKline; Teva Pharmaceutical Industries; Seqirus; AstraZeneca","keywords":"Medicine; Asthma; Cohort; Cohort study; 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":[0.007382569,0.0004230344,0.0009100275,0.001043603,0.0004596743,0.001253637,0.0008173943,0.0007512631,0.002746791],"category_scores_gemma":[0.01110764,0.0003221584,0.00167636,0.002043369,0.0004626426,0.001071078,0.001189678,0.001123949,0.0005306947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002974819,"about_ca_system_score_gemma":0.0005296342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002612266,"about_ca_topic_score_gemma":0.002201476,"domain_scores_codex":[0.9931377,0.002961762,0.001199729,0.001374434,0.0008647442,0.0004615958],"domain_scores_gemma":[0.9817961,0.002801901,0.01080611,0.002800729,0.000837121,0.0009581165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008507984,0.00006856362,0.9967686,0.00006268723,0.0004977983,0.00005133802,0.00007042584,0.0001143131,0.000129509,0.00006907297,0.0004167205,0.0009001575],"study_design_scores_gemma":[0.0001045373,0.0003173081,0.997482,0.00003250782,0.0003355101,0.0002476658,0.0001926522,0.0004376865,0.0001145923,0.00007416085,0.0006446427,0.00001683716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906014,0.0007646816,0.0004338414,0.0002286998,0.00002704462,0.0001127934,0.006734832,0.00001742243,0.00107927],"genre_scores_gemma":[0.9960766,0.0001120367,0.000259526,0.0001064119,0.00003524539,0.00015394,0.003085889,0.000008789199,0.0001615432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007382569,"threshold_uncertainty_score":0.03904325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01465171668153047,"score_gpt":0.2866480230620818,"score_spread":0.2719963063805513,"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."}}