{"id":"W2914770591","doi":"10.1177/0840470418810678","title":"Clinical leadership in reducing risk: Managing patient airways","year":2019,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Niagara; Niagara Health System; McMaster University","funders":"","keywords":"Airway; Airway management; Business; Critical pathways; Risk management; Medicine; Operations management; Medical emergency; Risk analysis (engineering); Process management; Intensive care medicine; Surgery; Engineering; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001022479,0.0002289995,0.0004276615,0.0005623949,0.00009549464,0.00003033083,0.0001710825,0.000130486,0.0007673787],"category_scores_gemma":[0.00003620399,0.0002241353,0.0001728929,0.0004637541,0.00004297565,0.0001809061,0.0002415556,0.0005259237,0.0003854893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002279502,"about_ca_system_score_gemma":0.00002614264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002754386,"about_ca_topic_score_gemma":0.00006994633,"domain_scores_codex":[0.9971755,0.0001660584,0.000867255,0.0006299135,0.0004362479,0.0007250616],"domain_scores_gemma":[0.9987922,0.00004098788,0.0002591475,0.0006907755,0.00005974777,0.0001571082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001439528,0.0001488572,0.2938105,0.001059724,0.00004898423,0.00001407052,0.0001965442,0.00001864608,0.000001039289,0.01082029,0.03053916,0.6631982],"study_design_scores_gemma":[0.005103133,0.008701336,0.2807178,0.003802386,0.0001935331,0.000003589206,0.02686493,0.008556988,0.0002065088,0.005239682,0.6596043,0.001005785],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4178039,0.001649969,0.002597534,0.0796265,0.001594385,0.007141529,0.000007336776,0.001072444,0.4885064],"genre_scores_gemma":[0.9716214,0.003940643,0.002143477,0.003775601,0.0000782099,0.0001061466,0.00005028278,0.00004972368,0.0182345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6621925,"threshold_uncertainty_score":0.9139974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07912027268208072,"score_gpt":0.3377025083257753,"score_spread":0.2585822356436945,"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."}}