{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008298489,0.000177228,0.0002379613,0.000959516,0.001801627,0.001229726,0.001102255,0.0005132743,0.001398997],"category_scores_gemma":[0.003777432,0.0002389968,0.0002450146,0.002700394,0.001010763,0.0004403602,0.0008440941,0.0005278546,0.0001100001],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01942649,"about_ca_system_score_gemma":0.0296747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9278428,"about_ca_topic_score_gemma":0.9666168,"domain_scores_codex":[0.9983412,0.0001299611,0.0001327662,0.000184482,0.0006149788,0.0005965697],"domain_scores_gemma":[0.9951795,0.0003743945,0.001879485,0.00007148007,0.00126659,0.001228479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000280401,0.0000254359,0.9848539,0.00009249814,0.00001809364,0.0002855021,0.003912707,0.00007745945,0.0002986537,0.00007975999,0.001220496,0.009107427],"study_design_scores_gemma":[0.000004314,0.00003438041,0.9912668,0.00007548239,0.000008262316,0.0003513906,0.007021234,0.0001205269,0.00005770785,0.000007728473,0.001043907,0.000008337782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949458,0.0010574,0.00008485276,0.0009326623,0.00001197179,0.0000309708,0.0007332733,0.00001234122,0.00219061],"genre_scores_gemma":[0.9982501,0.0007837789,0.0002643194,0.0002250181,0.000006658849,0.00001305409,0.0002833846,0.000003241663,0.0001704496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9805735,"threshold_uncertainty_score":0.1451643,"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."}}