{"id":"W4210531838","doi":"10.1097/pcc.0000000000002902","title":"Tracheostomy Practices and Outcomes in Children During Respiratory Extracorporeal Membrane Oxygenation","year":2022,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Heart, Lung, and Blood Institute","keywords":"Extracorporeal membrane oxygenation; Tracheotomy; Membrane oxygenator; Oxygenation; Respiratory system; Extracorporeal","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000462574,0.0002053183,0.0004453308,0.0004273344,0.0002092366,0.000009950945,0.00009834287,0.00007606679,0.0003798916],"category_scores_gemma":[0.001768793,0.0001733261,0.00005894661,0.0004865263,0.0001560615,0.0001408961,0.00008657603,0.0007025578,0.000003453857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001260659,"about_ca_system_score_gemma":0.0001018044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000312738,"about_ca_topic_score_gemma":0.0000376615,"domain_scores_codex":[0.9978673,0.0001354452,0.0004848531,0.0004526727,0.0007033814,0.0003562988],"domain_scores_gemma":[0.9988917,0.0004243539,0.0001335958,0.000197525,0.00009409323,0.0002587507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001886267,0.0002757621,0.993333,0.0004523793,0.00001419464,0.0001092235,0.001195343,0.000004974886,0.000462113,0.0002727922,0.0001320214,0.003559577],"study_design_scores_gemma":[0.00400964,0.0007402425,0.98939,0.00001265714,0.0003192149,0.0001859793,0.004549551,0.00001822181,0.00004555923,0.00008291315,0.000463894,0.0001821818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789981,0.0100779,0.000006647168,0.008615599,0.0001723281,0.0004746046,0.00002828007,0.00008899596,0.001537495],"genre_scores_gemma":[0.9980283,0.0001915814,0.00008652059,0.0008153098,0.0006078309,0.00009825887,0.00006960618,0.00002856282,0.0000739661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01903022,"threshold_uncertainty_score":0.7068033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063967379124863,"score_gpt":0.3237741712144928,"score_spread":0.3031344974232441,"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."}}