{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001009259,0.0001210307,0.0004525743,0.00004985607,0.0001018731,0.00006510832,0.00008881307,0.00007764481,0.0004793035],"category_scores_gemma":[0.0004762963,0.00008369326,0.00009691112,0.0002516603,0.00007212289,0.00009056692,0.00008354188,0.0001751414,0.00001033202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002136905,"about_ca_system_score_gemma":0.000187438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001646801,"about_ca_topic_score_gemma":0.00002343608,"domain_scores_codex":[0.9988941,0.000124937,0.0002878717,0.0002787057,0.0001385407,0.0002758362],"domain_scores_gemma":[0.9969999,0.002577716,0.0000435909,0.0002015406,0.00004738289,0.0001298752],"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":[0.005283682,0.001007686,0.07053097,0.0005251111,0.0004474444,0.0030963,0.01217089,0.001052137,0.0009524468,0.01715268,0.0006818081,0.8870988],"study_design_scores_gemma":[0.04495377,0.0004059067,0.09446514,0.0017674,0.0004328885,0.001276979,0.006281811,0.05081597,0.006276666,0.00368044,0.7884605,0.001182547],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811673,0.0008198241,0.00006919654,0.004510945,0.0001022388,0.0005292108,0.000006620684,0.0000361552,0.01275852],"genre_scores_gemma":[0.9977502,0.00004279685,0.0001653198,0.000983802,0.0001054803,0.00004509648,0.00002437144,0.00002386917,0.0008590163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8859163,"threshold_uncertainty_score":0.5248037,"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."}}