{"id":"W4402052150","doi":"10.1177/20503121241278226","title":"Heartware ventricular assist device versus HeartMate II versus HeartMate III in advanced heart failure patients: A systematic review and meta-analysis","year":2024,"lang":"en","type":"review","venue":"SAGE Open Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Ventricular assist device; Cardiology; Internal medicine; Meta-analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007452297,0.002232149,0.01676227,0.004144141,0.00059658,0.002635989,0.001620478,0.001954788,0.004015961],"category_scores_gemma":[0.0191439,0.001032872,0.0319428,0.004890908,0.0005262372,0.001458955,0.001092933,0.001679724,0.000265072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002031203,"about_ca_system_score_gemma":0.003101229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005824169,"about_ca_topic_score_gemma":0.01368282,"domain_scores_codex":[0.9955477,0.001875351,0.00137146,0.0005013521,0.0005079185,0.0001962554],"domain_scores_gemma":[0.9899699,0.007441904,0.001552394,0.0002056697,0.0007029292,0.0001273217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001894583,0.00003648314,0.00241935,0.5916781,0.387759,0.000122872,0.00008678337,0.0004563112,0.0002434837,0.0001634857,0.0007148651,0.01442464],"study_design_scores_gemma":[0.0005410184,0.0002421102,0.002492396,0.04169492,0.9524791,0.00009108869,0.00004237917,0.0001716132,0.00009955606,0.0001895705,0.001936129,0.00002008873],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002873866,0.9958861,0.0002861514,0.0001428565,0.00008844239,0.0002041789,0.000329215,0.00001362389,0.0001755566],"genre_scores_gemma":[0.09895594,0.8964065,0.00156506,0.0008829554,0.0002416333,0.0009305329,0.0006388528,0.00002183092,0.000356685],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01676227,"threshold_uncertainty_score":0.03941196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06753392402912563,"score_gpt":0.3528631180848329,"score_spread":0.2853291940557073,"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."}}