{"id":"W1978215672","doi":"10.12688/f1000research.3829.1","title":"Recent trends in airway management: we are not ready to give up fiberoptic endoscopy","year":2014,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laryngoscopes; Airway; Medicine; Airway management; Open peer review; Plant biology; Laryngoscopy; Intubation; Surgery; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001391881,0.0004887504,0.0008195547,0.003211706,0.00009334317,0.0001360037,0.0008467962,0.0003936286,0.009683915],"category_scores_gemma":[0.0002006478,0.000467469,0.0001758261,0.001079002,0.0001098682,0.00008726265,0.002315656,0.001499443,0.001214841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007988029,"about_ca_system_score_gemma":0.0000763978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001962387,"about_ca_topic_score_gemma":0.00009633892,"domain_scores_codex":[0.9954266,0.0002837908,0.0007417951,0.001160725,0.001506433,0.0008806431],"domain_scores_gemma":[0.9973305,0.0001073951,0.000193178,0.001597338,0.0003870129,0.0003845668],"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":[0.0006483188,0.0002314389,0.0008101662,0.001035285,0.0001461135,0.00004589771,0.0004222234,0.00004514472,0.00007849018,0.001333189,0.5550413,0.4401625],"study_design_scores_gemma":[0.001590623,0.00160886,0.01142893,0.002267306,0.0001132635,9.785648e-7,0.0003887839,0.001326397,0.00585077,0.0009512264,0.9739016,0.0005712102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04177519,0.001378476,0.002845179,0.08041601,0.001409542,0.007493241,0.0001551634,0.001290215,0.863237],"genre_scores_gemma":[0.1250976,0.04861939,0.005850431,0.001207293,0.0007798968,0.002583985,0.001388151,0.0002698379,0.8142034],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4395913,"threshold_uncertainty_score":0.9997777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08340609937343968,"score_gpt":0.3932333828311549,"score_spread":0.3098272834577152,"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."}}