{"id":"W3186194449","doi":"10.3390/jcm10153319","title":"Early vs. Late Tracheostomy in Patients with Traumatic Brain Injury: Systematic Review and Meta-Analysis","year":2021,"lang":"en","type":"review","venue":"Journal of Clinical Medicine","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mechanical ventilation; Traumatic brain injury; Incidence (geometry); Abbreviated Injury Scale; Intensive care unit; Glasgow Coma Scale; Randomized controlled trial; Ventilator-associated pneumonia; Odds ratio; Emergency medicine; Poison control; Injury Severity Score; Anesthesia; Surgery; Intensive care medicine; Internal medicine; Injury prevention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.006455055,0.0006145563,0.03191095,0.0006939626,0.00002556704,0.00001630252,0.000275429,0.0003771108,0.0004454916],"category_scores_gemma":[0.00595503,0.0002736778,0.003761742,0.001681142,0.0002378392,0.0001139919,0.00003510359,0.0020181,0.000006428469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005418658,"about_ca_system_score_gemma":0.0003497253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001236313,"about_ca_topic_score_gemma":0.00000940376,"domain_scores_codex":[0.9884881,0.001728571,0.007893333,0.0004434453,0.001147734,0.0002988141],"domain_scores_gemma":[0.9907391,0.002683975,0.004903035,0.0005899576,0.0005039546,0.0005799888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001022127,0.0006689834,0.000693755,0.8204236,0.135725,0.0001699893,0.00008222195,1.337899e-7,1.123897e-9,0.000006622081,0.0005809083,0.04154658],"study_design_scores_gemma":[0.001939181,0.00272261,0.00254107,0.2609163,0.722515,0.00004731159,0.00002090829,6.033029e-7,1.887061e-9,0.000006250639,0.009106122,0.0001846206],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003112139,0.9906287,0.00001642717,0.006751429,0.00007797811,0.002103008,0.00001818423,0.00000807194,0.00008494067],"genre_scores_gemma":[0.0004371215,0.9952846,0.0001798442,0.00343671,0.0001229617,0.0000420586,0.00004194715,0.00005130815,0.0004034377],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5867901,"threshold_uncertainty_score":0.9999716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1575044483353188,"score_gpt":0.4607705882359103,"score_spread":0.3032661399005915,"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."}}