{"id":"W3125915070","doi":"10.1002/lary.29359","title":"Synthetic Simulator for Surgical Training in Tracheostomy and Open Airway Surgery","year":2021,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Airway; Training (meteorology); Simulation; Medicine; Surgery; Computer science","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":[0.002727456,0.0005539791,0.0002251491,0.0005314552,0.0002089142,0.0004402618,0.0009904597,0.0006995575,0.00861844],"category_scores_gemma":[0.0051175,0.0001682355,0.0005749086,0.0001266328,0.0004889314,0.0004662546,0.0008377574,0.0003993535,0.001681851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003083513,"about_ca_system_score_gemma":0.001054984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003068753,"about_ca_topic_score_gemma":0.0008956732,"domain_scores_codex":[0.9986691,0.0003968746,0.0001488668,0.00006077276,0.0006727307,0.00005170981],"domain_scores_gemma":[0.9974211,0.001020683,0.0004173373,0.0003289761,0.0005146787,0.0002971859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003167072,0.008359312,0.05837172,0.005291341,0.0002799339,0.00216293,0.0007654332,0.02074283,0.1583657,0.002943429,0.01396387,0.7255864],"study_design_scores_gemma":[0.002462166,0.1325415,0.2585223,0.007618288,0.000829307,0.04459235,0.003145632,0.09623732,0.1620533,0.005314714,0.286172,0.0005112142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8418164,0.004246688,0.1248517,0.001583329,0.001231859,0.003570472,0.001247494,0.0009338442,0.02051822],"genre_scores_gemma":[0.8405324,0.002602589,0.148618,0.0004697333,0.0001838702,0.001493401,0.001273605,0.00008366518,0.004742802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00861844,"threshold_uncertainty_score":0.02883154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07800009030701334,"score_gpt":0.3447550151554231,"score_spread":0.2667549248484098,"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."}}