{"id":"W4250952389","doi":"10.1046/j.1365-2044.2002.28932.x","title":"Airway alerts: how UK anaesthetists organise, document and communicate difficult airway managment","year":2002,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Documentation; Airway; Airway management; Medical emergency; Intubation; Laryngeal mask airway; Patient safety; Anesthesia; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002057354,0.0003139017,0.0003965939,0.0002001526,0.0002083136,0.0001117744,0.0002674882,0.0001228594,0.002212364],"category_scores_gemma":[0.00002625512,0.0002640898,0.00009443737,0.0003233128,0.000185293,0.0002004796,0.0001596152,0.0002151446,0.000163018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001102147,"about_ca_system_score_gemma":0.00000962834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005705742,"about_ca_topic_score_gemma":0.00002403594,"domain_scores_codex":[0.9984655,0.0000759913,0.0003097325,0.0004031192,0.0003745914,0.0003710938],"domain_scores_gemma":[0.9986812,0.0000179596,0.0001455139,0.0008383261,0.0001058194,0.0002111575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004332615,0.0003647455,0.009959774,0.0001269277,0.0001329632,0.00005274879,0.0007264453,0.000001101369,0.0001756452,0.008276523,0.3875313,0.5926086],"study_design_scores_gemma":[0.002483715,0.005508015,0.03182445,0.0004111792,0.0003263534,0.00003640842,0.0006817314,0.0008535412,0.007036728,0.000633706,0.9493125,0.0008916414],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7590615,0.007099835,0.00131213,0.094891,0.0001138252,0.002481078,0.000006129971,0.001202298,0.1338322],"genre_scores_gemma":[0.9263542,0.03438362,0.001546206,0.001194583,0.00005163947,0.00007534244,0.00003876185,0.00005181795,0.03630387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5917169,"threshold_uncertainty_score":0.9999811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720134365595485,"score_gpt":0.2337855185135482,"score_spread":0.2165841748575933,"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."}}