{"id":"W2419612828","doi":"10.1097/imi.0000000000000155","title":"Design Concepts and Preclinical Results of a Miniaturized HeartWare Platform: The MVAD System","year":2015,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Impeller; Ventricular assist device; Biomedical engineering; Thrombus; Ventricle; Peristaltic pump; Medicine; Materials science; Cardiology; Heart failure; Mechanical engineering","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":[0.002826582,0.0001584907,0.000515796,0.0005334694,0.00005907501,0.00001776035,0.0000973875,0.000452008,5.305928e-7],"category_scores_gemma":[0.0004661348,0.0001269639,0.00004995131,0.0009845367,0.0002775418,0.0001222601,0.00008081033,0.0003575589,3.543351e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002785041,"about_ca_system_score_gemma":0.0000499072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006897797,"about_ca_topic_score_gemma":0.000001864872,"domain_scores_codex":[0.9987031,0.0001039733,0.0006228343,0.0002495702,0.0001383227,0.0001822106],"domain_scores_gemma":[0.9988679,0.0004828583,0.00009078922,0.0003898947,0.0001230118,0.00004551087],"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":[0.0006401762,0.0002427177,0.2518535,0.003724935,0.002227774,0.0003204513,0.002334768,0.00026603,0.007408298,0.1134136,0.006730777,0.610837],"study_design_scores_gemma":[0.01431336,0.002103496,0.08420581,0.01179423,0.002156217,0.006212755,0.02351833,0.05941939,0.4688811,0.1012986,0.2167608,0.009335916],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9533728,0.007433289,0.03667917,0.0002742429,0.0001602278,0.0007559427,0.00002148568,0.0009890732,0.0003137996],"genre_scores_gemma":[0.9908472,0.0002191135,0.008747873,0.00002365857,0.00001973251,0.0001144468,0.000007210779,0.00001784582,0.00000290217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.601501,"threshold_uncertainty_score":0.5177437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05637968267974686,"score_gpt":0.3091002275433237,"score_spread":0.2527205448635769,"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."}}