{"id":"W2111043703","doi":"10.1109/secon.2002.995584","title":"Design of an electromechanical pump system for training in beating heart cardiac surgery","year":2003,"lang":"en","type":"article","venue":"","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Pulsatile flow; Cardiac surgery; Heart failure; Ventricular fibrillation; Cardiology; Biomedical engineering; Human heart; Internal medicine; Medicine; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004208688,0.0003874473,0.0003162961,0.000326503,0.0004127591,0.0005549444,0.001193797,0.0005809225,0.005536029],"category_scores_gemma":[0.0005040654,0.0002374256,0.0002045012,0.0001628834,0.0002267848,0.0003095666,0.0003647244,0.0002770411,0.001465661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002160499,"about_ca_system_score_gemma":0.000635946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000695301,"about_ca_topic_score_gemma":0.0005938101,"domain_scores_codex":[0.9997185,0.00004589772,0.00002889675,0.00008436604,0.00009315751,0.00002924733],"domain_scores_gemma":[0.9996915,0.00007239934,0.00003018413,0.00002584005,0.0001303305,0.00004979565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000696913,0.0005793848,0.006146723,0.0006252324,0.00009706498,0.0007566034,0.0004861807,0.01826756,0.7116328,0.004843848,0.004792118,0.2510756],"study_design_scores_gemma":[0.001017666,0.009817274,0.0289119,0.0001964002,0.0005146354,0.003582446,0.0003146473,0.3795718,0.4335548,0.001696647,0.1405592,0.0002626456],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1256387,0.0003923792,0.857336,0.0004001987,0.0003355533,0.001694132,0.0002567886,0.005697616,0.008248647],"genre_scores_gemma":[0.5989862,0.0003640281,0.3837738,0.0002958867,0.00009255212,0.001495501,0.0003159511,0.0001535771,0.01452254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005536029,"threshold_uncertainty_score":0.01851982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0441046508800087,"score_gpt":0.2825685709389427,"score_spread":0.238463920058934,"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."}}