{"id":"W4318965102","doi":"10.1097/hn9.0000000000000044","title":"Observational analysis of criteria for a difficult airway alert","year":2022,"lang":"en","type":"article","venue":"Journal of Head & Neck Anesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Moncton Hospital; Dalhousie University","funders":"","keywords":"Airway; Laryngoscopy; Medicine; Airway management; Laryngeal mask airway; Cohort; Retrospective cohort study; Intubation; Anesthesia; Emergency medicine; Intensive care medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196585,0.0001885668,0.0005260427,0.001139921,0.0005534896,0.0007662863,0.0003941448,0.0005738772,0.002195521],"category_scores_gemma":[0.009311262,0.0003003522,0.0004426027,0.001651101,0.0003775352,0.0006703183,0.0007217925,0.0007312085,0.0003027788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000553579,"about_ca_system_score_gemma":0.0007584904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001771347,"about_ca_topic_score_gemma":0.001638016,"domain_scores_codex":[0.9977995,0.0004014088,0.0004807707,0.0004045711,0.0005906837,0.0003230977],"domain_scores_gemma":[0.9875568,0.002280698,0.007386681,0.0005388045,0.001116893,0.001120067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005815424,0.00002257924,0.998984,0.0000104214,0.00001186298,0.0002002184,0.00007353789,0.00001131791,0.00006241473,0.000008348259,0.00009748759,0.0004594811],"study_design_scores_gemma":[0.00001001625,0.0002254448,0.9964967,0.00001911604,0.00001739192,0.00185424,0.000764862,0.000214444,0.00006001129,0.00002314396,0.000307047,0.000007478244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992815,0.0001265747,0.00008905116,0.00003656423,0.000007769962,0.00002402061,0.0001978356,0.000003085468,0.0002337422],"genre_scores_gemma":[0.9995046,0.00006055609,0.00007879615,0.0000344318,0.00001127025,0.00001749356,0.0002561915,0.000001832698,0.00003487217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002195521,"threshold_uncertainty_score":0.007344723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05862998526567308,"score_gpt":0.3473170854056259,"score_spread":0.2886871001399529,"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."}}