{"id":"W2278620939","doi":"","title":"Can an interprofessional tracheostomy team improve weaning to decannulation times? A quality improvement evaluation.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trillium Health Centre","funders":"","keywords":"Medicine; Referral; Weaning; Mechanical ventilation; Intensive care unit; Emergency medicine; Intensive care medicine; Nursing; Anesthesia","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001195144,0.0001531064,0.0002064063,0.0001073512,0.00008132324,0.00001753281,0.00009358466,0.00007888714,0.00021477],"category_scores_gemma":[0.0003576018,0.00009937285,0.000071867,0.0001324366,0.00003329321,0.0001773213,0.00004231198,0.0001082487,0.00002475077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003613622,"about_ca_system_score_gemma":0.0001929997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002383269,"about_ca_topic_score_gemma":0.0002601919,"domain_scores_codex":[0.9982077,0.0001008173,0.0003706541,0.0003874894,0.0005407171,0.0003925496],"domain_scores_gemma":[0.998944,0.00006046869,0.0001106395,0.0002841885,0.0001926209,0.0004080262],"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":[0.0003490714,0.0002323126,0.01536839,0.00002182354,0.00003103764,4.130574e-7,0.0004202324,0.000002724174,0.0127405,0.0002168203,0.0004436094,0.9701731],"study_design_scores_gemma":[0.003008614,0.0002909167,0.9888357,0.00005549187,0.00007761625,0.00000182971,0.0005639166,0.0002796425,0.00408961,0.001143282,0.001435528,0.0002178302],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795441,0.00003600977,0.0008317195,0.01373831,0.0003287836,0.002343036,0.00003385185,0.0001009901,0.003043205],"genre_scores_gemma":[0.993095,0.000001395818,0.0003632741,0.001227951,0.000216436,0.00240967,0.00004134605,0.00002196278,0.002622906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9734674,"threshold_uncertainty_score":0.4052307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03332277324018856,"score_gpt":0.3234384354777228,"score_spread":0.2901156622375342,"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."}}