{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003383212,0.0005550838,0.0006405559,0.002482123,0.0005686545,0.001311727,0.0004030243,0.0006419891,0.002454845],"category_scores_gemma":[0.02226815,0.0001349664,0.0008413009,0.001354957,0.0004023028,0.0009503211,0.001132666,0.0008457332,0.0006170304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004648514,"about_ca_system_score_gemma":0.0009238273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001656744,"about_ca_topic_score_gemma":0.003658066,"domain_scores_codex":[0.9966934,0.0008558894,0.0009577877,0.0002555918,0.0009731468,0.000264235],"domain_scores_gemma":[0.9855338,0.003317283,0.00724641,0.0004428306,0.002312139,0.001147405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005076056,0.00002262189,0.9936363,0.0000190769,0.00002697653,0.00008286739,0.00004269436,0.0001176948,0.0001393416,0.00006182802,0.0004115358,0.005388467],"study_design_scores_gemma":[0.00001250918,0.000158447,0.9946354,0.00008933352,0.00003916988,0.0008490047,0.000378979,0.001893887,0.0002365522,0.0004159284,0.001269559,0.00002128627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773306,0.002642519,0.007295356,0.001497963,0.000242842,0.0002995943,0.001644283,0.00007405049,0.008972821],"genre_scores_gemma":[0.9942643,0.0004010306,0.003712506,0.000136704,0.0001578267,0.00009409931,0.0009831376,0.00001418978,0.0002361266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003383212,"threshold_uncertainty_score":0.01789236,"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."}}