{"id":"W4251782309","doi":"10.1097/sa.0000000000000246","title":"Early Endotracheal Tube Insertion With the GlideScope","year":2016,"lang":"en","type":"article","venue":"Survey of Anesthesiology","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Endotracheal tube; Pharynx; Video laryngoscope; Tube (container); Anesthesia; Intubation; Surgery; Laryngoscopy","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":[0.0006699096,0.00007695438,0.0001827928,0.00005873993,0.00003134593,0.000002469797,0.00009123909,0.00006232362,0.000322908],"category_scores_gemma":[0.0001343611,0.0000325293,0.00002668577,0.0001091029,0.000212237,0.00005718238,0.000014961,0.00005222405,0.00002700506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001225283,"about_ca_system_score_gemma":0.0000337109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003990005,"about_ca_topic_score_gemma":0.00008637247,"domain_scores_codex":[0.999279,0.0002138785,0.0001544778,0.0001287958,0.0001005645,0.000123235],"domain_scores_gemma":[0.999271,0.0002428958,0.00008651825,0.0002217204,0.0001503742,0.00002744458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00144072,0.00008126329,0.882056,0.00002318851,0.00005145463,0.000003348374,0.0001069942,1.869532e-7,0.006619651,0.001084808,0.007957991,0.1005744],"study_design_scores_gemma":[0.0003960231,0.004325494,0.97958,0.000029375,0.00001505001,0.0000039761,0.00001088535,0.000001705884,0.01078208,0.00007448396,0.004732647,0.0000482338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933804,0.0000538299,0.0006479271,0.002689974,0.00001517169,0.0002321405,0.000001746085,0.00005727242,0.002921533],"genre_scores_gemma":[0.9968573,0.0001363886,0.0001160397,0.0001521321,0.00002257708,0.00001522659,0.000009390471,0.00000990535,0.002681029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1005262,"threshold_uncertainty_score":0.3535616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02907549475296859,"score_gpt":0.2638876914394453,"score_spread":0.2348121966864767,"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."}}