{"id":"W7051580692","doi":"","title":"Objective assessment of technical skills during orotracheal intubation","year":2019,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Orotracheal intubation; Intubation; Measure (data warehouse); Endotracheal intubation; Positive pressure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088178,0.0004285059,0.0002566467,0.0005306658,0.0001569418,0.0002767969,0.0002601591,0.0003583748,0.002192377],"category_scores_gemma":[0.003668802,0.0001301747,0.0001854353,0.000264317,0.000221642,0.0002590812,0.0004659478,0.0003003356,0.0004286514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001218516,"about_ca_system_score_gemma":0.0002491449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004994895,"about_ca_topic_score_gemma":0.001259364,"domain_scores_codex":[0.9990307,0.0002505505,0.0001297562,0.0001099028,0.0004020641,0.00007700012],"domain_scores_gemma":[0.9960544,0.0009601903,0.001715097,0.00009562703,0.0008518253,0.0003228903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006584536,0.00127994,0.861965,0.0007253808,0.0001386105,0.0003615504,0.001443718,0.0005173886,0.05040684,0.00006735767,0.0008054361,0.08163043],"study_design_scores_gemma":[0.00001689206,0.002617387,0.9923134,0.00004574631,0.00002096415,0.0005890219,0.0002969515,0.0005729695,0.002916867,0.00002323217,0.0005710099,0.00001554486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936777,0.0002586963,0.002035629,0.00004035287,0.00001367028,0.0002256019,0.0002822023,0.00002863585,0.003437529],"genre_scores_gemma":[0.9936683,0.0004158562,0.003741487,0.00005394016,0.00002800119,0.000197747,0.0002969981,0.000005863712,0.001591969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002192377,"threshold_uncertainty_score":0.007334232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008189527184597431,"score_gpt":0.2824303799752449,"score_spread":0.2742408527906475,"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."}}