{"id":"W4413992653","doi":"10.3390/medsci13030173","title":"Minimally Invasive Left Ventricular Assist Device Implantation: A Systematic Review of Current Evidence on Clinical Outcomes and Surgical Approaches","year":2025,"lang":"en","type":"review","venue":"Medical Sciences","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Current (fluid); Intensive care medicine; Cardiology; Internal medicine","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":[0.007494724,0.001351106,0.00801393,0.01295288,0.0005238323,0.002591533,0.001787001,0.001453198,0.00411193],"category_scores_gemma":[0.03052506,0.000888465,0.007155247,0.01310456,0.0008310794,0.00177658,0.001361349,0.00107408,0.0002589528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003028728,"about_ca_system_score_gemma":0.01005944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006696079,"about_ca_topic_score_gemma":0.01826802,"domain_scores_codex":[0.9934645,0.001852601,0.002997496,0.0005086596,0.00100228,0.0001744012],"domain_scores_gemma":[0.9677489,0.02417689,0.005362827,0.0003455391,0.002078536,0.0002872887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001513181,0.00001366922,0.0007581035,0.9598135,0.005608636,0.00005776776,0.0001498619,0.00007725552,0.00009655541,0.0001657026,0.000926676,0.03218093],"study_design_scores_gemma":[0.0001603151,0.0001810641,0.004851636,0.918296,0.06034345,0.0002876957,0.0002473367,0.00008227429,0.0001182165,0.000242999,0.01515629,0.00003269841],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000746937,0.9984268,0.00008593475,0.0001502687,0.00004524342,0.0001095826,0.0002746217,0.000004263466,0.0001563673],"genre_scores_gemma":[0.008349543,0.9904432,0.0004163461,0.0002402301,0.00005469996,0.000255257,0.000194582,0.000003448086,0.00004263183],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01295288,"threshold_uncertainty_score":0.03963631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2417766117504781,"score_gpt":0.4212225544313756,"score_spread":0.1794459426808975,"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."}}