{"id":"W3017106272","doi":"10.1177/0194599820917620","title":"Predictors of Pediatric Tracheostomy Outcomes in the United States","year":2020,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Demographics; Socioeconomic status; Comorbidity; Multivariate analysis; Retrospective cohort study; Pediatrics; Healthcare Cost and Utilization Project; Demography; Multivariate statistics; Diagnosis code; Health care; Emergency medicine; Population; Surgery; Environmental health; Internal medicine","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":[0.0005219723,0.0001422307,0.0002219878,0.0007858187,0.0002033335,0.0004427242,0.0002307823,0.0001921432,0.0011656],"category_scores_gemma":[0.003167617,0.0001444454,0.000280374,0.001264465,0.0001758532,0.0004063892,0.0003788433,0.0003073689,0.00009804666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003826948,"about_ca_system_score_gemma":0.0006004217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007382244,"about_ca_topic_score_gemma":0.0129867,"domain_scores_codex":[0.9993713,0.000110936,0.0001148905,0.0001154445,0.0001757906,0.0001116575],"domain_scores_gemma":[0.9967431,0.0004100133,0.002247038,0.0000572615,0.0002911453,0.0002514856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007376894,0.000003077345,0.9992422,0.000006675703,0.00001112075,0.0000313073,0.00001058532,0.00001595021,0.0000181467,0.000005857896,0.00008140904,0.000566296],"study_design_scores_gemma":[0.000001118716,0.000009790079,0.9995334,0.00001189351,0.000007757925,0.0001809072,0.00007383793,0.00005476969,0.00002413117,0.000004362997,0.00009732684,6.906878e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974259,0.0007773476,0.00006823819,0.00008856553,0.000006362577,0.000005332894,0.001323183,0.000004275112,0.0003007834],"genre_scores_gemma":[0.9982773,0.0004066157,0.00007787212,0.00002094243,0.000009242583,0.00001026039,0.001166633,0.000001629514,0.00002945251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007382244,"threshold_uncertainty_score":0.01467854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043021341696973,"score_gpt":0.2616109652574977,"score_spread":0.241180751840528,"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."}}