{"id":"W2107149232","doi":"10.1186/cc9306","title":"Trach tubes designed to maximize safety may increase risk to ventilated patients","year":2010,"lang":"en","type":"review","venue":"Critical Care","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Mechanical ventilation; Cuff; Airway; Tracheostomy tube; Rehabilitation; Mechanical ventilator; Pressure support ventilation; Intensive care medicine; Ventilation (architecture); Surgery; Anesthesia; Physical therapy; Mechanical engineering","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":[0.000933658,0.0006148859,0.001452497,0.001867152,0.0003129853,0.001173468,0.000825595,0.001490954,0.004887757],"category_scores_gemma":[0.002573459,0.0001956544,0.0007928862,0.001479852,0.000616338,0.001116641,0.0005699492,0.001330635,0.001627479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003813923,"about_ca_system_score_gemma":0.001090566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001138418,"about_ca_topic_score_gemma":0.00200007,"domain_scores_codex":[0.9994843,0.0001393931,0.00008457229,0.00006879916,0.0001879879,0.00003482195],"domain_scores_gemma":[0.998871,0.0006732884,0.0002210068,0.00002955141,0.0001588821,0.00004629631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006946635,0.00007492145,0.001234228,0.01807992,0.0001544875,0.0006955416,0.0001181133,0.000168464,0.001797465,0.001621864,0.01325166,0.9627339],"study_design_scores_gemma":[0.00006673444,0.000357117,0.01166875,0.01704194,0.0005841443,0.01392739,0.000461206,0.0002087243,0.003216641,0.002790017,0.9496209,0.00005648229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006750717,0.9964002,0.0002877699,0.0006025428,0.0002335491,0.000008161745,0.00001558809,0.00001578953,0.001761246],"genre_scores_gemma":[0.004936283,0.9926308,0.0006125859,0.0003840286,0.0002059945,0.00001238049,0.00002607619,0.000004327482,0.001187481],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004887757,"threshold_uncertainty_score":0.01635116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839494594793566,"score_gpt":0.3549881965428119,"score_spread":0.3265932505948763,"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."}}