{"id":"W4230918069","doi":"10.14740/jnr380w","title":"Weaning From Mechanical Ventilation in Patients With Severe Head Trauma: A Proposol of Tracheostomy Antecipation","year":2016,"lang":"en","type":"article","venue":"Journal of Neurology Research","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Glasgow Coma Scale; Mechanical ventilation; Intensive care unit; Anesthesia; Intubation; Weaning; Traumatic brain injury; Population; Observational study; APACHE II; Emergency medicine; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0002513183,0.0002073775,0.0002754876,0.000686142,0.0006598054,0.0004657047,0.0002496537,0.0004358663,0.001500399],"category_scores_gemma":[0.001850429,0.0001727019,0.0003010414,0.0005615384,0.0002914781,0.0003805208,0.0003400973,0.0005977355,0.0001593422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002234319,"about_ca_system_score_gemma":0.0005153436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008908631,"about_ca_topic_score_gemma":0.001487794,"domain_scores_codex":[0.9996638,0.00005754529,0.0000647997,0.00005489356,0.00006359396,0.00009523985],"domain_scores_gemma":[0.9990277,0.0001809259,0.000528838,0.00002456187,0.00006472704,0.0001732048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003745315,0.00003853943,0.9971007,0.00001031796,0.000007282344,0.001807532,0.0001288185,0.000007743,0.0001299658,0.00001620458,0.00004099529,0.0006743509],"study_design_scores_gemma":[0.00000638074,0.0002406665,0.977872,0.0000395791,0.00003059004,0.01886628,0.002198502,0.0001162432,0.0001441116,0.0001047772,0.0003718184,0.000009070538],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993944,0.0002097598,0.00003737438,0.00007068683,0.000006812836,0.000004080475,0.00002962851,5.716113e-7,0.0002467608],"genre_scores_gemma":[0.9996214,0.0001549156,0.00004635876,0.00003761558,0.00001618215,0.000004220834,0.00005943812,6.218887e-7,0.00005923401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001500399,"threshold_uncertainty_score":0.005019307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04746848715277616,"score_gpt":0.3461093849051687,"score_spread":0.2986408977523926,"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."}}