{"id":"W2893099998","doi":"10.1016/j.ijporl.2018.09.020","title":"Tracheostomy care: Clinical practice patterns of pediatric otolaryngologists-head and neck surgeons in a publicly funded (Canadian) health care system","year":2018,"lang":"en","type":"article","venue":"International Journal of Pediatric Otorhinolaryngology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Tracheostomy tube; Guideline; Cardiopulmonary resuscitation; Head and neck; Feeding tube; Family medicine; Health care; Medical emergency; MEDLINE; Nursing; Emergency medicine; Resuscitation; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001297127,0.0002711838,0.0008953657,0.001508861,0.00007824045,0.00003783014,0.00047902,0.0003838926,0.0000548887],"category_scores_gemma":[0.001316004,0.0002462535,0.0002826626,0.0004381536,0.0001438939,0.0004268126,0.00009395488,0.0009826933,0.00001417257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006032652,"about_ca_system_score_gemma":0.002184176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04081816,"about_ca_topic_score_gemma":0.0427417,"domain_scores_codex":[0.9959027,0.0004887205,0.001966212,0.0004140353,0.0006888412,0.0005394596],"domain_scores_gemma":[0.9949492,0.0005996904,0.001440838,0.0002526348,0.002114029,0.0006436715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006975691,0.0003086578,0.9905288,0.0002984244,0.0001699738,0.0006072737,0.001353733,0.000001924993,0.000001694689,0.000371444,0.001269523,0.004390944],"study_design_scores_gemma":[0.004739327,0.002647597,0.9825858,0.00006272826,0.0002663039,0.001644284,0.002465766,0.00001529025,0.000004086125,0.00001582504,0.005367611,0.0001854002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802526,0.01189255,0.0001015212,0.004171037,0.002240716,0.0004235785,0.0001344835,0.00002573523,0.0007577852],"genre_scores_gemma":[0.9911022,0.002775021,0.001521067,0.001140013,0.003354137,0.000007875049,0.00005146184,0.0000315211,0.0000167266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084959,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480014445873101,"score_gpt":0.3467014352430783,"score_spread":0.3219012907843473,"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."}}