{"id":"W2953443242","doi":"10.1097/hco.0000000000000659","title":"See one, simulate many, do one, teach one","year":2019,"lang":"en","type":"review","venue":"Current Opinion in Cardiology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001603047,0.000841815,0.001559684,0.00306708,0.0004014808,0.001708176,0.001259072,0.00141114,0.009394786],"category_scores_gemma":[0.01194008,0.0003311438,0.001173143,0.002846781,0.0008083277,0.001956828,0.0009767002,0.001417598,0.002554354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007440474,"about_ca_system_score_gemma":0.003412722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002713416,"about_ca_topic_score_gemma":0.004889694,"domain_scores_codex":[0.9983346,0.0005083764,0.0003615191,0.0001928466,0.0005276489,0.0000749194],"domain_scores_gemma":[0.9947695,0.003799814,0.0006060001,0.00009770986,0.0005746899,0.0001522506],"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":[0.00007270773,0.00004155967,0.0003517216,0.1825989,0.0003398936,0.00006990447,0.0001205467,0.0002514127,0.0001569416,0.001531827,0.03633832,0.7781263],"study_design_scores_gemma":[0.00004965459,0.0001215184,0.00222945,0.197968,0.001057005,0.001188704,0.0002144562,0.0001113512,0.0001849296,0.001344444,0.7954968,0.00003375477],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006426777,0.9984069,0.00007667719,0.0003320471,0.0002872244,0.00001565676,0.00003049421,0.00000929081,0.0007773736],"genre_scores_gemma":[0.0007771202,0.998431,0.0001367563,0.0003042803,0.0001309436,0.00001586226,0.00002529185,0.000004028579,0.0001748011],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009394786,"threshold_uncertainty_score":0.03142869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2885802006326614,"score_gpt":0.453849789883734,"score_spread":0.1652695892510727,"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."}}