{"id":"W4248811031","doi":"10.1177/155698451501000301","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":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Computer science; Medicine; Embedded system; Computer architecture","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001045085,0.0004955636,0.0003278155,0.000459998,0.0002118296,0.0008004931,0.0008291084,0.0007341733,0.003417063],"category_scores_gemma":[0.001034013,0.0001790659,0.0004066555,0.000135311,0.0003444403,0.0006850349,0.0004835503,0.0005962162,0.001007677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000241918,"about_ca_system_score_gemma":0.0005941908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002697622,"about_ca_topic_score_gemma":0.0002516993,"domain_scores_codex":[0.9994842,0.00009790012,0.00004415222,0.000106246,0.0001920246,0.00007541703],"domain_scores_gemma":[0.9993717,0.0001211479,0.00008973391,0.00008901081,0.0001859082,0.0001425821],"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":[0.002024197,0.001619128,0.00879887,0.0009357327,0.000173191,0.0007330592,0.0003792633,0.006037982,0.8146358,0.002649368,0.005071137,0.1569424],"study_design_scores_gemma":[0.001097163,0.05775895,0.03438931,0.0002537987,0.0008173981,0.004723466,0.0004224376,0.03357531,0.7817876,0.001738536,0.08319613,0.0002398881],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8105495,0.002810721,0.1749777,0.0008927415,0.001374935,0.001207981,0.001015785,0.001574861,0.005595696],"genre_scores_gemma":[0.9281006,0.001026285,0.06279742,0.0004746138,0.0001668096,0.000598611,0.0007705161,0.000204734,0.005860235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003417063,"threshold_uncertainty_score":0.01143128,"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."}}