{"id":"W4403547702","doi":"10.1002/alr.23466","title":"Switching biologics in chronic rhinosinusitis with nasal polyps: A multicenter Canadian experience","year":2024,"lang":"en","type":"article","venue":"International Forum of Allergy & Rhinology","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University; University of British Columbia","funders":"","keywords":"Medicine; Chronic rhinosinusitis; Nasal polyps; Multicenter study; Dermatology; Sinusitis; Internal medicine; Immunology; Randomized controlled trial","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001221027,0.0004983204,0.0004380343,0.0007759823,0.002572475,0.001165628,0.0008561625,0.0006721203,0.00158731],"category_scores_gemma":[0.002768025,0.0002959506,0.0004399331,0.002661767,0.001130774,0.0003774295,0.0007614415,0.0006891849,0.0001561341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01568185,"about_ca_system_score_gemma":0.02203287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8579412,"about_ca_topic_score_gemma":0.8924804,"domain_scores_codex":[0.9986571,0.0001662227,0.0000665869,0.0001582932,0.0005338619,0.0004179983],"domain_scores_gemma":[0.9976636,0.0002306547,0.0006370906,0.00009088119,0.0006008091,0.000776911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007652115,0.0004320411,0.9636218,0.0001517432,0.00008559282,0.002314572,0.002714009,0.000151121,0.001032558,0.0001647775,0.002010847,0.02655581],"study_design_scores_gemma":[0.000238328,0.001133054,0.9788895,0.0001457573,0.0001583139,0.005263431,0.005388563,0.0004274734,0.0003188803,0.0000535391,0.007922481,0.00006073032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947731,0.001909898,0.00009062098,0.0004133398,0.00002427852,0.00008391235,0.0002906169,0.000007020122,0.002407197],"genre_scores_gemma":[0.9967269,0.002033403,0.0002534858,0.0002886697,0.00002918189,0.00002209302,0.0002865591,0.000005095121,0.0003545222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8579412,"threshold_uncertainty_score":0.2857909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271366405725213,"score_gpt":0.2894251401185329,"score_spread":0.2767114760612808,"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."}}