{"id":"W4367668460","doi":"10.1111/coa.14070","title":"Real‐world characterisation of patients with chronic rhinosinusitis with nasal polyps with and without surgery in England","year":2023,"lang":"en","type":"article","venue":"Clinical Otolaryngology","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"GlaxoSmithKline","keywords":"Medicine; Nasal polyps; Chronic rhinosinusitis; Asthma; Cohort; Odds ratio; Retrospective cohort study; Internal medicine; Eosinophil; Sinusitis; Pediatrics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003991949,0.0001734685,0.0007521745,0.0003716924,0.00004889404,0.000008451208,0.00004861304,0.0001451545,0.00006389614],"category_scores_gemma":[0.0001133791,0.000117436,0.00004821689,0.0006508399,0.0004251319,0.0001195259,0.00003380451,0.0003345973,0.00001053999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004225337,"about_ca_system_score_gemma":0.0002830097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002582109,"about_ca_topic_score_gemma":0.00336521,"domain_scores_codex":[0.9983974,0.0001645376,0.0005592279,0.0003844395,0.0001997805,0.0002946449],"domain_scores_gemma":[0.9985179,0.0006771883,0.0002492355,0.0002616702,0.0001428239,0.0001511657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002444,0.000223568,0.9955242,0.00007802826,0.00008663301,0.0001601784,0.00008524843,8.083672e-7,0.000051618,0.00004975763,0.00008837831,0.00120762],"study_design_scores_gemma":[0.006291219,0.002600835,0.9900607,0.0003444813,0.00009652159,0.00005243979,0.000009380195,0.00005316389,0.00004162495,0.000006488153,0.0002937165,0.0001493608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987915,0.00002711135,0.00001269835,0.0002799409,0.0000936112,0.0005141749,0.00004680996,0.00006365775,0.0001705534],"genre_scores_gemma":[0.9987115,0.0000932691,0.0001453326,0.0002206472,0.0001442753,0.00004083004,0.0004801076,0.00003455907,0.0001294285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005463393,"threshold_uncertainty_score":0.4788901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02798326052728044,"score_gpt":0.3139441284837184,"score_spread":0.285960867956438,"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."}}