{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007660497,0.0005388146,0.004218118,0.0005451138,0.00004967253,0.00002295226,0.0002561337,0.0008393291,0.0005823632],"category_scores_gemma":[0.0002718181,0.0004813081,0.001007471,0.0004725487,0.0001179421,0.00004785935,0.0001886964,0.001664638,0.001525447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000277551,"about_ca_system_score_gemma":0.0003194127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003934207,"about_ca_topic_score_gemma":1.617243e-7,"domain_scores_codex":[0.9962065,0.0006397258,0.001210258,0.0009259601,0.0004058804,0.0006117045],"domain_scores_gemma":[0.9976219,0.0009005314,0.0003642055,0.000776755,0.0001070237,0.0002296036],"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":[0.00004763697,0.0001765032,0.001078038,0.0190744,0.0004456286,0.000007793379,0.00003304073,0.0001552831,4.407401e-8,0.001305088,0.0005112715,0.9771653],"study_design_scores_gemma":[0.002645588,0.0001360855,0.00125203,0.02364637,0.0005783727,0.0000486899,0.000008584399,0.0001112901,2.266625e-8,0.00009240948,0.9710501,0.0004304463],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002120397,0.9793253,0.0002389151,0.00005426982,0.008142266,0.001582801,0.00005615198,0.0001104305,0.01046865],"genre_scores_gemma":[0.001577043,0.9937442,0.00005835873,0.00003159248,0.002736778,0.0001140336,0.001476958,0.00008151955,0.0001795039],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9767348,"threshold_uncertainty_score":0.9997638,"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."}}