{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002715107,0.0004281784,0.002107774,0.0002464525,0.000227461,0.0002306947,0.001037786,0.0002550321,0.00006960989],"category_scores_gemma":[0.00009005368,0.0003260508,0.0003242249,0.0009897117,0.0002376909,0.0006518466,0.0001437814,0.0007419221,0.00007986813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007739556,"about_ca_system_score_gemma":0.001909008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001079476,"about_ca_topic_score_gemma":0.000007622952,"domain_scores_codex":[0.9957742,0.0001252967,0.001799893,0.0004091288,0.001131997,0.0007594518],"domain_scores_gemma":[0.9974729,0.00007086615,0.000840747,0.0003865519,0.0002159222,0.001012966],"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":[8.407116e-7,0.00003512271,0.001064498,0.02315228,0.0001208422,0.00003923442,0.000007751602,0.00003094578,0.000003917863,0.00199932,0.005311033,0.9682342],"study_design_scores_gemma":[0.0001048326,0.00008446958,0.0008936618,0.006532333,0.000125744,0.004123538,0.00002655457,0.0001566297,0.000001012062,0.0002815695,0.9873059,0.0003637621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003570766,0.9974436,0.0003410566,0.0001164419,0.001213465,0.0003710438,0.00001637734,0.00005954332,0.00008135092],"genre_scores_gemma":[0.01673085,0.9776621,0.004867848,0.0003585395,0.0003166584,0.00001157477,0.000002434041,0.00004770932,0.000002253376],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9819949,"threshold_uncertainty_score":0.9999192,"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."}}