{"id":"W4390104143","doi":"10.1080/10903127.2023.2281363","title":"Evidence-Based Guideline for Prehospital Airway Management","year":2023,"lang":"en","type":"article","venue":"Prehospital Emergency Care","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Medicine; Airway management; Guideline; Evidence-based practice; Medical emergency; Intensive care medicine; Systematic review; Health care; Emergency medical services; Operationalization; Grading (engineering); Intubation; MEDLINE; Alternative medicine; Surgery","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003203262,0.0003061233,0.0003113791,0.0003656886,0.0001700661,0.00002390745,0.0002850163,0.0001140142,0.003080254],"category_scores_gemma":[0.0001991832,0.000288562,0.0004025954,0.000720047,0.00004280125,0.000327836,0.0001663641,0.0001190185,0.0002754371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359248,"about_ca_system_score_gemma":0.00005007319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001325015,"about_ca_topic_score_gemma":0.00000310589,"domain_scores_codex":[0.9976374,0.00002250655,0.000727871,0.0005897018,0.0005370023,0.0004855433],"domain_scores_gemma":[0.9985775,0.00003237445,0.0001484176,0.0006026535,0.0004877098,0.0001513632],"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":[0.0001550715,0.0001051685,0.007696016,0.001496061,0.0001434289,0.000006399471,0.0005004448,0.0001135112,0.0001164141,0.001967056,0.8308958,0.1568046],"study_design_scores_gemma":[0.00325089,0.0113598,0.03323732,0.001583447,0.0008675177,5.550496e-7,0.004533235,0.009892094,0.0184762,0.002387878,0.9129769,0.001434205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4130644,0.02694237,0.1129875,0.03552391,0.008737044,0.03008609,0.0004165188,0.01265488,0.3595872],"genre_scores_gemma":[0.9111271,0.009598419,0.01242201,0.0004253534,0.0007762288,0.003070801,0.00168232,0.0001740843,0.0607237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4980627,"threshold_uncertainty_score":0.9999567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04414052977422605,"score_gpt":0.3373766721855324,"score_spread":0.2932361424113064,"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."}}