{"id":"W2948417719","doi":"10.12688/f1000research.18544.1","title":"Recent advances in laryngoscopy in adults","year":2019,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Laryngoscopy; Intensive care medicine; Medicine; Intubation; Tracheal intubation; Intensive care unit; Medical emergency; Anesthesia","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":[0.002647694,0.0004583507,0.0006597724,0.003010128,0.000271129,0.001284567,0.0006527273,0.001390035,0.006320474],"category_scores_gemma":[0.01343101,0.0002696614,0.0005554826,0.002621839,0.0007659106,0.002363244,0.0008283301,0.001511557,0.001893336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128392,"about_ca_system_score_gemma":0.001343011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002320132,"about_ca_topic_score_gemma":0.003307589,"domain_scores_codex":[0.9986719,0.000274943,0.0003578858,0.0002876417,0.0003427858,0.0000649703],"domain_scores_gemma":[0.9882785,0.007143004,0.001808871,0.000217614,0.00200621,0.000545796],"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":[0.0001749715,0.00007439184,0.009864062,0.01613223,0.00009701599,0.0005433332,0.0003697046,0.0002227157,0.0007762852,0.002409505,0.02849423,0.9408416],"study_design_scores_gemma":[0.00004255816,0.0004449574,0.06557069,0.02753275,0.0004902415,0.0124919,0.0009416668,0.0003399084,0.00128952,0.003563253,0.8872083,0.00008417656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002074271,0.9848757,0.0006097002,0.005724916,0.001223085,0.00001056605,0.0001063157,0.00002883533,0.005346611],"genre_scores_gemma":[0.01315381,0.9793327,0.001417766,0.001822107,0.003500599,0.00001941007,0.0001236999,0.00001140106,0.0006184772],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006320474,"threshold_uncertainty_score":0.02114409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03486618194126043,"score_gpt":0.3937075121101037,"score_spread":0.3588413301688433,"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."}}