{"id":"W4221096695","doi":"10.1177/01945998221089187","title":"Economic Burden Associated With Nasal Polyposis Recurrence Among Commercially Insured Patients in the United States","year":2022,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Novartis Pharmaceuticals Corporation","keywords":"Medicine; Cohort; Retrospective cohort study; Propensity score matching; Cohort study; Diagnosis code; Internal medicine; Pediatrics; Emergency medicine; Surgery; Population","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":[0.0002696448,0.0001151692,0.0002353702,0.0002446695,0.0002283844,0.00001345195,0.0001864714,0.00006019756,0.0003411302],"category_scores_gemma":[0.0000802785,0.00009017593,0.00003997053,0.0004262554,0.0001273012,0.00005259375,0.00007483717,0.0004268551,0.00001096481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001980266,"about_ca_system_score_gemma":0.0001067726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004752388,"about_ca_topic_score_gemma":0.003473527,"domain_scores_codex":[0.9987616,0.0004251548,0.0002170014,0.0001980606,0.0001519609,0.0002462188],"domain_scores_gemma":[0.9993212,0.0002557503,0.0001181507,0.0002021203,0.00005274727,0.00005000699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001639127,0.0002232204,0.9953183,0.00000309529,0.00005643385,0.00006543573,0.001284308,0.00008886889,0.00001314592,0.0001545926,0.00253935,0.00008932146],"study_design_scores_gemma":[0.002137376,0.000998193,0.9944399,0.0000219485,0.00004788402,0.00002161978,0.0004246701,0.0003576556,0.000008658032,0.00003333623,0.001404156,0.0001045795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974384,0.00002360155,0.000002075346,0.0009344078,0.0001279376,0.0004734123,0.0002117981,0.00003105915,0.0007572965],"genre_scores_gemma":[0.9952648,0.000009229867,0.0000128994,0.001879682,0.00003063301,0.0001488452,0.002574825,0.00001691002,0.00006217311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002363027,"threshold_uncertainty_score":0.7184221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01223597775425486,"score_gpt":0.2449593391114132,"score_spread":0.2327233613571583,"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."}}