{"id":"W2785149862","doi":"10.14740/jocmr3320w","title":"Predicting Difficult Intubation in Emergency Department by Intubation Assessment Score","year":2018,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intubation; Medicine; Emergency department; Confidence interval; Receiver operating characteristic; Tracheal intubation; Airway; Anesthesia; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01355219,0.0001399872,0.0006295099,0.0007195658,0.0001045687,0.00001510534,0.0002399216,0.0001791437,0.002959612],"category_scores_gemma":[0.009704201,0.00009534584,0.0001187746,0.001024726,0.0003697673,0.0002688266,0.0001049674,0.001351731,0.00001836938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002524505,"about_ca_system_score_gemma":0.0002800917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000384544,"about_ca_topic_score_gemma":0.00002489184,"domain_scores_codex":[0.99419,0.0006261902,0.002673832,0.0002613823,0.00190724,0.0003413608],"domain_scores_gemma":[0.9953586,0.0006447914,0.0007585759,0.0002636233,0.002673316,0.0003011282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004468025,0.0006619467,0.4432754,0.00009270161,0.00007731808,0.000007082424,0.0002217549,6.572765e-7,0.0006487029,0.0003759661,0.3055292,0.2486624],"study_design_scores_gemma":[0.007732668,0.1279798,0.7656984,0.002804482,0.0001672469,0.00001330439,0.001591202,0.005882758,0.002865748,0.004366292,0.08065359,0.0002445363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470626,0.0002253648,0.003526363,0.01703013,0.0007622586,0.0006972484,0.000001530966,0.00003086698,0.03066367],"genre_scores_gemma":[0.9847265,0.008609253,0.0005951317,0.0000887674,0.003198256,0.00002230991,0.00003276879,0.0000201176,0.002706875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3224229,"threshold_uncertainty_score":0.9986375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2193407500036315,"score_gpt":0.5726318431194521,"score_spread":0.3532910931158206,"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."}}