{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002149758,0.0001543484,0.0005768978,0.0001464137,0.0001583704,0.000008600186,0.0001385011,0.00005999907,0.003568369],"category_scores_gemma":[0.00002217158,0.0001285438,0.0005195344,0.0005530804,0.0002047525,0.00004574308,0.0002215434,0.0002349642,0.00001573908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007756719,"about_ca_system_score_gemma":0.00007733457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001505126,"about_ca_topic_score_gemma":0.0000684744,"domain_scores_codex":[0.9982259,0.0001739518,0.0005788539,0.0003928362,0.000417374,0.0002110775],"domain_scores_gemma":[0.9990513,0.0001307462,0.0001689584,0.000387369,0.00005701903,0.0002046028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0245116,0.03370854,0.7987082,0.00007285095,0.03429393,0.0008389453,0.003298518,0.001338226,0.07515985,0.003717687,0.01979883,0.004552852],"study_design_scores_gemma":[0.01557626,0.01984867,0.8839235,0.00005477518,0.001479167,0.0002351672,0.004113457,0.002008275,0.05199297,0.00002874147,0.01987889,0.0008601727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996973,0.0005826093,0.0001381698,0.0002617618,0.0001444373,0.0002041261,0.00006029602,0.00003969614,0.001595849],"genre_scores_gemma":[0.9962484,0.000008362734,0.0008044299,0.00220411,0.0001155599,0.00007935329,0.0001586723,0.00002415269,0.0003570147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08521526,"threshold_uncertainty_score":0.9973425,"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."}}