{"id":"W2915285117","doi":"10.1111/jocs.14005","title":"Training in cardiac surgery using human cadavers: Effectiveness of “Silent Teachers”","year":2019,"lang":"en","type":"article","venue":"Journal of Cardiac Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Median sternotomy; Cadaver; Surgery; Pulmonary artery; Cardiac surgery; Pericardiectomy; Thoracotomy; Cardiopulmonary bypass; Pericardium; Cardiology","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":[0.008138176,0.0001978718,0.002167472,0.0007347675,0.0000340093,0.00001652368,0.00005231975,0.0001598536,0.0001177756],"category_scores_gemma":[0.0006380592,0.0001737635,0.001704125,0.0004782446,0.00005913267,0.0002251625,0.00002169197,0.0004510806,0.000004211855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002471695,"about_ca_system_score_gemma":0.000550313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004753169,"about_ca_topic_score_gemma":4.400645e-7,"domain_scores_codex":[0.9967743,0.0009592446,0.001054547,0.0001885812,0.000684109,0.0003391784],"domain_scores_gemma":[0.993071,0.005693886,0.0005911654,0.0002031559,0.0002396808,0.0002011798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004505835,0.0000946514,0.9672024,0.0002454673,0.0005238249,0.0001248782,0.0009901039,0.0006159146,0.01067621,0.00002004188,0.00009131658,0.01896463],"study_design_scores_gemma":[0.00108895,0.00009323618,0.9794328,0.003200168,0.0003255134,0.00008394301,0.00259809,0.00008431166,0.007206328,0.00004720282,0.005532119,0.0003073403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935077,0.001143241,0.00001524609,0.00001684811,0.001954947,0.0002046212,0.000007412552,0.00001254335,0.003137473],"genre_scores_gemma":[0.9993916,0.00007428481,0.00004659603,0.00003108471,0.0003863057,0.000001884782,0.00001045994,0.00003455142,0.00002324075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01865729,"threshold_uncertainty_score":0.7085872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06611463334629508,"score_gpt":0.330720935535862,"score_spread":0.2646063021895669,"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."}}