{"id":"W3108604388","doi":"10.1093/ejcts/ezaa321","title":"Assessment tool validation and technical skill improvement in the simulation of the Norwood operation using three-dimensional-printed heart models","year":2020,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Hospital for Sick Children","keywords":"Norwood procedure; Hypoplastic left heart syndrome; Medicine; Consistency (knowledge bases); Surgery; Physical therapy; Heart disease; Cardiology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02172716,0.0007211215,0.0003538761,0.0006884066,0.0002471758,0.0009213923,0.0009973628,0.0005449332,0.001288611],"category_scores_gemma":[0.07693742,0.0003237083,0.0007540916,0.0002813044,0.0008077541,0.000710014,0.00187036,0.0004566087,0.0004438184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000421373,"about_ca_system_score_gemma":0.0006574612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000545523,"about_ca_topic_score_gemma":0.0007291277,"domain_scores_codex":[0.9850453,0.008552116,0.001381742,0.001325507,0.003297968,0.0003974821],"domain_scores_gemma":[0.9349849,0.04145461,0.00902363,0.004886039,0.008438969,0.001211846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005620074,0.002318534,0.5446985,0.001294941,0.0004364464,0.0006130324,0.0164636,0.01199614,0.0635548,0.0004557969,0.0009368868,0.3516113],"study_design_scores_gemma":[0.0004793256,0.02210423,0.8400641,0.000631234,0.0004207163,0.002484043,0.003564014,0.05904715,0.06642706,0.000449997,0.00407275,0.0002553168],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863516,0.0001120636,0.01200757,0.0000302228,0.00003189809,0.0002077376,0.00003390188,0.00009716569,0.001127844],"genre_scores_gemma":[0.9869849,0.00006445269,0.01239978,0.00001410399,0.00001042373,0.000108299,0.00006337041,0.00001969039,0.0003349206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02172716,"threshold_uncertainty_score":0.1149056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0772534427844891,"score_gpt":0.3384173100611661,"score_spread":0.261163867276677,"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."}}