{"id":"W2803649204","doi":"10.1002/lary.27227","title":"Appropriateness criteria predict outcomes for sinus surgery and may aid in future patient selection","year":2018,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Deafness and Other Communication Disorders; National Institutes of Health","keywords":"Medicine; Chronic rhinosinusitis; Cohort; Endoscopic sinus surgery; Appropriateness criteria; Surgery; Internal medicine; Radiology","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":[0.0002488385,0.0001093823,0.000243006,0.00009037657,0.0001439294,0.00002451996,0.00003718999,0.0000754651,0.0001244444],"category_scores_gemma":[0.00007796619,0.00006838558,0.0000539026,0.0001891296,0.00007834228,0.00007974927,0.0000264192,0.00009478291,0.000009863962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003115009,"about_ca_system_score_gemma":0.00005612896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009343567,"about_ca_topic_score_gemma":0.0001184244,"domain_scores_codex":[0.9992728,0.00005644414,0.0001920498,0.0001747358,0.0001097185,0.0001942023],"domain_scores_gemma":[0.9995315,0.0001293904,0.00004921837,0.0001423935,0.00009421692,0.00005326919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001829823,0.000524118,0.8994304,0.0003487791,0.000208205,0.000072854,0.002658799,9.204862e-7,0.01141381,0.0008836029,0.06029116,0.02233757],"study_design_scores_gemma":[0.001123856,0.000514701,0.9810375,0.0001201911,0.00008166102,0.0001495862,0.0002286589,0.0002246346,0.00301331,0.0001828318,0.01319002,0.0001330346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959052,0.0001967465,0.0001003514,0.002167255,0.0005929649,0.0005819492,0.00003868595,0.00004622916,0.0003706219],"genre_scores_gemma":[0.9974096,0.00002268717,0.0002695834,0.001249811,0.0006273143,0.00009210701,0.000050872,0.00001933899,0.0002586953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08160715,"threshold_uncertainty_score":0.2788683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02042169308498645,"score_gpt":0.2926726330917195,"score_spread":0.2722509400067331,"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."}}