{"id":"W4391607255","doi":"10.1002/lary.31305","title":"Real‐World Adverse Events After Type 2 Biologic use in Chronic Rhinosinusitis with Nasal Polyps","year":2024,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nasal polyps; Chronic rhinosinusitis; Medicine; Dermatology; Adverse effect; Sinusitis; Internal medicine; Surgery","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":[0.0023296,0.0002862705,0.0004887347,0.0007713513,0.0003146407,0.0006531968,0.00024397,0.0004602269,0.001166336],"category_scores_gemma":[0.005366123,0.0001817654,0.0009757539,0.0008164727,0.0003123662,0.0004949765,0.0004457716,0.0004662241,0.0001552547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003394092,"about_ca_system_score_gemma":0.0003364809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007043157,"about_ca_topic_score_gemma":0.001101176,"domain_scores_codex":[0.9976038,0.0008890773,0.0004991052,0.0003251082,0.0005143953,0.0001685703],"domain_scores_gemma":[0.9872209,0.001824912,0.009800993,0.0002563104,0.0005044789,0.0003923328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002472721,0.0000269859,0.9979107,0.00004556227,0.00009865789,0.0001288273,0.00002230184,0.00003564694,0.0001210845,0.000004198208,0.00003010425,0.001328662],"study_design_scores_gemma":[0.00002325611,0.0005443832,0.9963757,0.00002796973,0.00006804177,0.002286275,0.0001038475,0.0001406156,0.0001468653,0.000006313216,0.0002701521,0.00000658229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975486,0.001487455,0.0001289044,0.00003525169,0.000008045544,0.00004058916,0.000411867,0.000002984284,0.0003362646],"genre_scores_gemma":[0.9989824,0.0003503799,0.0001901098,0.00003775986,0.00002932888,0.00002449092,0.0003299908,0.000001280524,0.00005428027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0023296,"threshold_uncertainty_score":0.01232028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02177183539864693,"score_gpt":0.2895603078356192,"score_spread":0.2677884724369723,"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."}}