{"id":"W3035805564","doi":"10.1016/j.bja.2020.04.044","title":"Emergency front-of-neck airway: an update from the Airway App","year":2020,"lang":"en","type":"article","venue":"British Journal of Anaesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Airway; Medicine; Airway management; Supraglottic airway; Observational study; Oxygenate; Surgery; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003136707,0.0001305709,0.0003902029,0.0000525687,0.00008127859,0.00003514956,0.0003717752,0.00007401522,0.003534271],"category_scores_gemma":[0.0001445581,0.000110802,0.0002283164,0.0001678768,0.00006552523,0.0003486319,0.0000401714,0.0003182799,0.00003300509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000203209,"about_ca_system_score_gemma":0.00006333059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001716271,"about_ca_topic_score_gemma":0.00002757388,"domain_scores_codex":[0.998462,0.00008841187,0.0006990772,0.0001593441,0.0004271603,0.0001640696],"domain_scores_gemma":[0.9988497,0.00001293322,0.0004795309,0.0001952165,0.0002648128,0.0001977276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001878195,0.0001560869,0.006693207,0.00003550092,0.0001280519,0.0001108201,0.0004928153,0.000005514692,0.0002575451,0.0002350046,0.5104167,0.4812809],"study_design_scores_gemma":[0.003512854,0.014293,0.1260924,0.00148766,0.000865732,0.000186406,0.001869963,0.001269495,0.0090867,0.002811459,0.8378851,0.0006392236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635565,0.00830356,0.006074321,0.01508049,0.0001901337,0.0003544129,0.00002037577,0.0000994103,0.006320781],"genre_scores_gemma":[0.9567541,0.03384307,0.005845959,0.001771205,0.0009750277,0.000004348162,0.00003887599,0.00004877205,0.0007186743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4806417,"threshold_uncertainty_score":0.9973766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0181487046108706,"score_gpt":0.2542735783151658,"score_spread":0.2361248737042952,"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."}}