{"id":"W4251412269","doi":"10.3410/f.732871150.793560818","title":"Faculty Opinions recommendation of Universal videolaryngoscopy: a structured approach to conversion to videolaryngoscopy for all intubations in an anaesthetic and intensive care department.","year":2019,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Intubation; Medicine; 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":[0.001336285,0.001518703,0.001420115,0.00308746,0.0005705043,0.002166555,0.002351601,0.002042332,0.09424154],"category_scores_gemma":[0.0169617,0.0005486264,0.001806655,0.004432322,0.0002744984,0.001296589,0.001379943,0.001633716,0.06234096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449652,"about_ca_system_score_gemma":0.003726374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02145369,"about_ca_topic_score_gemma":0.04740866,"domain_scores_codex":[0.9985664,0.0001975116,0.0003064171,0.0004938199,0.0002830973,0.0001527172],"domain_scores_gemma":[0.9933816,0.002137683,0.00128134,0.0009033069,0.001612109,0.0006840755],"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":[0.0001632665,0.00002503114,0.003037428,0.001563475,0.0000900739,0.00001656592,0.00001049879,0.0001322644,0.0000596742,0.0001894029,0.9907055,0.004006828],"study_design_scores_gemma":[0.001592326,0.00005876428,0.02303471,0.002264228,0.0002937766,0.0001298334,0.00006423807,0.0009130737,0.0004887382,0.001462244,0.9696285,0.00006941963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000121809,0.00006634931,0.00003656428,0.00008861119,0.00002028972,0.00001466918,0.9990323,0.0001292184,0.0004902836],"genre_scores_gemma":[0.0008597078,0.0001246435,0.0003328477,0.0001546853,0.00002036714,0.0001210074,0.997465,0.0000596118,0.0008622042],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.09424154,"threshold_uncertainty_score":0.3152694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03572100472759089,"score_gpt":0.367727119563693,"score_spread":0.3320061148361022,"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."}}