{"id":"W1896441465","doi":"10.1002/lary.24754","title":"Emergencies in otolaryngology–head and neck surgery bootcamp: A novel canadian experience","year":2014,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Medical education; Otorhinolaryngology; Attendance; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000398102,0.0001060384,0.0002401662,0.0001146158,0.0001113173,0.00001501137,0.00006711371,0.00006895969,0.0003895264],"category_scores_gemma":[0.0003330595,0.00007332251,0.00003977251,0.0002522641,0.0001193556,0.00006348669,0.00002700752,0.0001657751,0.00003415724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002755037,"about_ca_system_score_gemma":0.00008665289,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02250451,"about_ca_topic_score_gemma":0.04089548,"domain_scores_codex":[0.9991261,0.00005237881,0.0002025524,0.0001851499,0.0001179418,0.000315883],"domain_scores_gemma":[0.9992507,0.0002811462,0.00003132285,0.0001921686,0.00002565597,0.0002190322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001088689,0.00006196102,0.9864756,0.00003255972,0.00002027391,0.00004694747,0.00366791,0.00002151376,0.0007172988,0.001949954,0.0002752804,0.006621785],"study_design_scores_gemma":[0.000898813,0.00003766534,0.9245873,0.00008075732,0.000008765959,0.0000389968,0.0002007907,0.00226437,0.00009249786,0.00005781944,0.0716324,0.00009978501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837583,0.0002466367,0.00003644793,0.002163946,0.0001243825,0.0001677383,0.000001873977,0.00003079305,0.01346986],"genre_scores_gemma":[0.9958708,0.00003589505,0.000096651,0.003617308,0.00007482825,0.00002030743,0.000007291372,0.00001189082,0.000264988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07135712,"threshold_uncertainty_score":0.9840047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04222670475165215,"score_gpt":0.2926523390535681,"score_spread":0.250425634301916,"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."}}