{"id":"W2914655316","doi":"10.1177/1556984519828016","title":"Optimizing Surgical Skills in Cardiac Surgery Residents with Cardiac Transplant in the High-Fidelity Porcine Model","year":2019,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"LivaNova","keywords":"Cardiac surgery; Medicine; Fidelity; Medical physics; Cardiology; Intensive care medicine; Computer science","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":[0.001775245,0.0003289105,0.0001304643,0.0001827699,0.0004215868,0.0005056556,0.0005407943,0.0004885754,0.002473183],"category_scores_gemma":[0.003707445,0.0001370015,0.0002593478,0.00008758047,0.0003647331,0.0003643965,0.001314924,0.0005093662,0.0004366594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005121502,"about_ca_system_score_gemma":0.002367181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006181552,"about_ca_topic_score_gemma":0.002072198,"domain_scores_codex":[0.9993039,0.0003647832,0.00002212358,0.00004765627,0.0001314476,0.0001301064],"domain_scores_gemma":[0.9989049,0.0003031933,0.0002009547,0.00006477244,0.0001755654,0.0003505106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001472336,0.02908091,0.2137677,0.002686605,0.0001352065,0.003652109,0.04121263,0.03476988,0.1635982,0.002427102,0.01063761,0.4965597],"study_design_scores_gemma":[0.0006440131,0.08078308,0.5694717,0.001839586,0.0002659033,0.01605941,0.05930855,0.05805783,0.1012515,0.005679774,0.1061543,0.0004845251],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859861,0.0001490004,0.01010722,0.0003958436,0.00003790595,0.0002570763,0.00002807619,0.0000499058,0.002989012],"genre_scores_gemma":[0.9639884,0.0005084448,0.03249162,0.0002413558,0.00002998199,0.0003230621,0.0000831671,0.00001293938,0.002320913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002473183,"threshold_uncertainty_score":0.009388506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01605241312337956,"score_gpt":0.2883936668602607,"score_spread":0.2723412537368812,"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."}}