{"id":"W4406624664","doi":"10.1002/ehf2.15200","title":"Predicting Right Ventricular Failure After Left Ventricular Assist Device Implant: A Novel Approach","year":2025,"lang":"en","type":"article","venue":"ESC Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Heart Institute Foundation","funders":"National Heart, Lung, and Blood Institute; W. W. Smith Charitable Trust","keywords":"Medicine; Implant; Ventricular assist device; Internal medicine; Cardiology; Heart failure; Population; Inotrope; Right ventricular failure; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004067022,0.0004688717,0.0005912295,0.0002702493,0.0002011991,0.0001618372,0.0003940255,0.0004305886,0.0004943018],"category_scores_gemma":[0.0000718892,0.0004521573,0.0003011178,0.0007352231,0.00003849098,0.000303712,0.0001327002,0.0007304576,0.0002518668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001745952,"about_ca_system_score_gemma":0.00006910306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001950031,"about_ca_topic_score_gemma":0.00005360469,"domain_scores_codex":[0.9973712,0.00006999395,0.0006330726,0.0006575374,0.0004677008,0.0008005103],"domain_scores_gemma":[0.9987667,0.00008292098,0.00006555927,0.0007096006,0.00008642855,0.000288833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007419913,0.001106513,0.7723004,0.006984939,0.002761174,0.00497961,0.0007474233,0.01822788,0.009214282,0.007575353,0.175524,0.0005041678],"study_design_scores_gemma":[0.001258959,0.00003222638,0.02256081,0.0004789339,0.0002959814,0.001382827,0.0002376352,0.03698682,0.006215024,0.0001648093,0.9293491,0.001036846],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8885802,0.006935196,0.08855827,0.003541886,0.00227953,0.002491949,0.0003188052,0.003073864,0.004220283],"genre_scores_gemma":[0.991028,0.000001055568,0.007816948,0.0004599646,0.0002564148,0.000118207,0.0001011882,0.00007337212,0.0001448594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7538251,"threshold_uncertainty_score":0.999793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006284198381387969,"score_gpt":0.2070961222192762,"score_spread":0.2008119238378882,"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."}}