{"id":"W4306689927","doi":"10.1002/lio2.930","title":"Effect of socioeconomic status on wait times for patients undergoing treatment for laryngeal conditions in a universal healthcare system","year":2022,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Socioeconomic status; Medicine; Health care; Confidence interval; Medical record; Retrospective cohort study; Affect (linguistics); Larynx; Cohort; Family medicine; Pediatrics; Surgery; Population; Internal medicine; Environmental health; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009957701,0.0001141261,0.0001669206,0.000541885,0.0006366747,0.0007288685,0.0002878368,0.0002179908,0.003404892],"category_scores_gemma":[0.008579327,0.0001161045,0.0005606074,0.0007478765,0.0002532339,0.0004882928,0.0007045829,0.0005780408,0.0001263252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291405,"about_ca_system_score_gemma":0.001351007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03433542,"about_ca_topic_score_gemma":0.04400846,"domain_scores_codex":[0.99902,0.0002522508,0.0001316193,0.000115425,0.0001348865,0.0003458556],"domain_scores_gemma":[0.9915783,0.001653643,0.00451058,0.0001346929,0.0004222726,0.0017005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000601486,0.00003047915,0.9984111,0.000007375786,0.0000350832,0.00003632845,0.0001185595,0.00005414704,0.00003460427,0.00003338442,0.0001068239,0.001071966],"study_design_scores_gemma":[0.0000036253,0.00007755471,0.9988441,0.00001177784,0.00001638066,0.0000410227,0.0005567081,0.0003211171,0.00002460267,0.00001863348,0.00008161708,0.000002904655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992633,0.00008920356,0.00003152241,0.0001266598,0.000005624901,0.000004079741,0.0001667095,0.000001140363,0.0003117491],"genre_scores_gemma":[0.9998382,0.00002130388,0.00001488998,0.00001473041,0.000002860739,0.000002587606,0.00007112342,4.411667e-7,0.00003374757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03433542,"threshold_uncertainty_score":0.06827116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556505196579724,"score_gpt":0.2924503479223987,"score_spread":0.2768852959566015,"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."}}