{"id":"W1981588101","doi":"10.5539/gjhs.v5n5p11","title":"Heart Failure and Mechanical Circulatory Assist Devices","year":2013,"lang":"en","type":"review","venue":"Global Journal of Health Science","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heart failure; Medicine; Ventricular assist device; Heart transplantation; Artificial heart; Destination therapy; Circulatory system; Intensive care medicine; Transplantation; Cardiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004244741,0.0007241025,0.0009571621,0.002127926,0.0003378023,0.001007088,0.0005242924,0.001003672,0.006101401],"category_scores_gemma":[0.0007547177,0.0001771984,0.0004758824,0.001610683,0.0005006529,0.001110243,0.0006113852,0.001550568,0.003030846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003632305,"about_ca_system_score_gemma":0.0008876895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006858194,"about_ca_topic_score_gemma":0.00103108,"domain_scores_codex":[0.9996955,0.00004306103,0.00004713201,0.00004714338,0.0001420851,0.00002513606],"domain_scores_gemma":[0.999587,0.0002187682,0.00005525926,0.00001279815,0.00009804624,0.00002805971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003833722,0.00006185128,0.0003214795,0.01101967,0.00005765151,0.0002958071,0.00006956746,0.000170138,0.001254022,0.004670129,0.02845961,0.9535818],"study_design_scores_gemma":[0.00001050116,0.000080311,0.001450425,0.00398447,0.00005665397,0.003588435,0.00008175633,0.00007957491,0.0004405559,0.002612454,0.9875985,0.00001653997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001463248,0.9967813,0.0001395231,0.0002750703,0.0003553602,0.000004750051,0.00001534457,0.000006713726,0.002275589],"genre_scores_gemma":[0.001630795,0.9951988,0.000274666,0.0002926631,0.0006416456,0.0000082567,0.00004409576,0.000002015382,0.001907028],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006101401,"threshold_uncertainty_score":0.02041119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04406167935462608,"score_gpt":0.3370044433867185,"score_spread":0.2929427640320924,"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."}}