{"id":"W4293678277","doi":"10.1016/j.aucc.2022.06.004","title":"Ventilator weaning and extubation practices in critically ill children: An Australian and New Zealand survey of practice","year":2022,"lang":"en","type":"article","venue":"Australian Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast; Intensive Care Society","keywords":"Weaning; Medicine; Staffing; Respondent; Mechanical ventilation; Sedation; Intensive care unit; Spontaneous breathing trial; Intensive care; Nursing; Intensive care medicine; Emergency medicine; Anesthesia","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001192868,0.0002424778,0.0004497528,0.00111116,0.0007187534,0.0009720131,0.000719391,0.0009546557,0.001186116],"category_scores_gemma":[0.007018825,0.0006190018,0.0004936751,0.002129676,0.0007929127,0.001123745,0.001472621,0.000871005,0.0001959077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232565,"about_ca_system_score_gemma":0.00219127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2343931,"about_ca_topic_score_gemma":0.3360129,"domain_scores_codex":[0.9983871,0.000309992,0.0003902064,0.0002604717,0.0004075266,0.0002447267],"domain_scores_gemma":[0.993872,0.0007969273,0.003365668,0.0001779739,0.0008191366,0.000968228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003503791,0.00003819526,0.9870253,0.00009200138,0.00003915566,0.0001419349,0.01027512,0.00003075867,0.0002678043,0.00003257522,0.000143204,0.001878803],"study_design_scores_gemma":[0.000001729083,0.00005613003,0.9958006,0.00002500088,0.000005860418,0.00009121556,0.003775905,0.00004254777,0.00000993311,0.000005455461,0.0001811362,0.000004490922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987586,0.0002652476,0.00003016284,0.0002072873,0.000003330458,0.00001974058,0.0001939577,0.000001509574,0.000520338],"genre_scores_gemma":[0.9988948,0.0004339271,0.0001424085,0.0001174973,0.000003571874,0.00003207802,0.0001300449,0.000001916006,0.0002439015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2343931,"threshold_uncertainty_score":0.4660576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0832927161537964,"score_gpt":0.3921484995369913,"score_spread":0.3088557833831949,"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."}}