{"id":"W4389488176","doi":"10.1186/s13223-023-00855-7","title":"Biologic use and treatment patterns in patients with chronic rhinosinusitis with nasal polyps: a US real-world study","year":2023,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nasal polyps; Asthma; Chronic rhinosinusitis; Internal medicine; Odds ratio; Sinusitis; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007546426,0.000209264,0.0002974104,0.0009422662,0.0003793109,0.0006910863,0.0003648477,0.0005194868,0.001129167],"category_scores_gemma":[0.002282375,0.0002816785,0.0004741071,0.001822891,0.0003201096,0.0007155113,0.000538561,0.0006242918,0.0002449086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004796064,"about_ca_system_score_gemma":0.0004675506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007395491,"about_ca_topic_score_gemma":0.01004533,"domain_scores_codex":[0.9991195,0.0001874448,0.0001809979,0.0002084521,0.0001906777,0.0001129486],"domain_scores_gemma":[0.9976007,0.0002405874,0.001627991,0.0001076335,0.0001733941,0.0002497604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000289245,0.00002164964,0.9995028,0.000008051755,0.00001994648,0.00002763129,0.00003294998,0.00001049913,0.00003128418,0.000005296685,0.0000597288,0.0002512356],"study_design_scores_gemma":[0.000009164199,0.00006858999,0.998828,0.00001260302,0.00001833564,0.0003712993,0.0002867762,0.0001236398,0.00002486099,0.000009133278,0.0002438786,0.000003797352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981081,0.0003443408,0.00004109511,0.00008250713,0.00000437145,0.00001645397,0.001067648,0.000001807354,0.0003336626],"genre_scores_gemma":[0.9988247,0.0001755319,0.00006384891,0.00006080716,0.000009619906,0.00001585106,0.0008046572,0.000001208599,0.00004382445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007395491,"threshold_uncertainty_score":0.01470494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03128697105196623,"score_gpt":0.3142300619365048,"score_spread":0.2829430908845386,"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."}}