{"id":"W4307848134","doi":"10.1111/cea.14247","title":"Heterogeneity of asthma with nasal polyposis phenotypes: A cluster analysis","year":2022,"lang":"en","type":"article","venue":"Clinical & Experimental Allergy","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Genzyme","keywords":"Asthma; Medicine; Nasal polyps; Internal medicine; Cluster (spacecraft); Population; Immunology","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":[0.002565301,0.000557271,0.0009013691,0.00307951,0.00115095,0.001351404,0.0007487451,0.0004019356,0.001904361],"category_scores_gemma":[0.005479472,0.0002399864,0.001763784,0.002613396,0.0006868244,0.0003476174,0.001547394,0.0005799939,0.0002853272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009031606,"about_ca_system_score_gemma":0.001442424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008758076,"about_ca_topic_score_gemma":0.007042756,"domain_scores_codex":[0.9970288,0.0009145389,0.0002880264,0.0008531482,0.0005370575,0.0003784779],"domain_scores_gemma":[0.997092,0.0008059974,0.0007536158,0.0004090666,0.0005940381,0.0003452451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008939225,0.00006763004,0.9833286,0.00009286848,0.0009091166,0.0002838912,0.0007249451,0.001162951,0.001607011,0.0002994668,0.001298601,0.009330984],"study_design_scores_gemma":[0.00005800607,0.00020762,0.9824379,0.00004714012,0.0004400332,0.001102979,0.00165498,0.01081864,0.0003430651,0.001224859,0.001621045,0.00004375944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941011,0.0004648687,0.003357664,0.0001719706,0.00003026642,0.0002281919,0.0009395945,0.00003095085,0.0006753786],"genre_scores_gemma":[0.9965462,0.00009076865,0.001937005,0.00001820241,0.00001464633,0.00009729338,0.001150225,0.00001347749,0.0001321631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008758076,"threshold_uncertainty_score":0.01741415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03592381494355664,"score_gpt":0.3631457165745353,"score_spread":0.3272219016309786,"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."}}