{"id":"W4298086443","doi":"10.1002/ppul.26171","title":"Chronic tracheostomy care of ventilator‐dependent and ‐independent children: Clinical practice patterns of pediatric respirologists in a publicly funded (Canadian) healthcare system","year":2022,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia; Centre Hospitalier Universitaire Sainte-Justine; Children's Hospital of Eastern Ontario; Izaak Walton Killam Health Centre; Alberta Children's Hospital; Stollery Children's Hospital; Nova Scotia Health Authority; Children's Hospital Research Institute of Manitoba; University of Ottawa; McGill University Health Centre; McGill University; Kingston Health Sciences Centre; Queen's University; Children's Hospital of Winnipeg; Hospital for Sick Children; University of Alberta; Saskatoon City Hospital; University of Manitoba; Université de Sherbrooke; Montreal Children's Hospital; McMaster Children's Hospital; London Health Sciences Centre","funders":"","keywords":"Medicine; Tertiary care; Tracheostomy tube; Airway management; Airway; Intensive care medicine; Pediatric hospital; Health care; Mechanical ventilation; Medical emergency; Emergency medicine; Pediatrics; 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":[0.001153137,0.0002548455,0.0008478442,0.001011953,0.0001158858,0.000008409256,0.000314107,0.0003497341,0.00007224064],"category_scores_gemma":[0.000298343,0.000265854,0.0001812657,0.0006847,0.0000740211,0.0001114746,0.0002299676,0.001162345,0.000005294803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006676663,"about_ca_system_score_gemma":0.001363489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06451454,"about_ca_topic_score_gemma":0.03783013,"domain_scores_codex":[0.996159,0.0006191702,0.001334598,0.0007159673,0.0004992682,0.0006719497],"domain_scores_gemma":[0.9979284,0.0002738361,0.0007250339,0.0004947574,0.0001924954,0.0003854672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003866065,0.000306809,0.9858551,0.0009327891,0.00005450405,0.0002181341,0.0003207833,0.00004323269,0.000002225353,0.0003251008,0.00004449075,0.01151024],"study_design_scores_gemma":[0.003269518,0.002497205,0.9894215,0.00001030185,0.0003865745,0.0004214562,0.003156092,0.00003434873,0.000004757894,0.00001753166,0.000581775,0.0001988686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624293,0.03255967,0.000009801266,0.003002924,0.0004481142,0.001003245,0.0002680261,0.00004463081,0.0002342614],"genre_scores_gemma":[0.9967684,0.001977513,0.00007310412,0.0001870091,0.0007001638,0.0001233797,0.00011332,0.00003436476,0.00002276809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03433905,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879817236553293,"score_gpt":0.3010880305243952,"score_spread":0.2822898581588623,"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."}}