{"id":"W2122833725","doi":"10.1093/icvts/ivs256","title":"Advanced heart failure in critical patients (INTERMACS 1 and 2 levels): ventricular assist devices or emergency transplantation?","year":2012,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Ventricular assist device; Heart transplantation; Heart failure; Transplantation; Cardiology; Retrospective cohort study; Intensive care medicine; Bridge to transplantation; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004524207,0.0002615379,0.0002760418,0.0005363032,0.0004025819,0.0004915557,0.0002230815,0.0003983693,0.003295398],"category_scores_gemma":[0.001242228,0.00008515376,0.0002779385,0.0004323072,0.0003223959,0.0003537168,0.0003758422,0.0004301915,0.0002519485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001987682,"about_ca_system_score_gemma":0.0002544801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002884868,"about_ca_topic_score_gemma":0.0005041608,"domain_scores_codex":[0.9997786,0.00005151947,0.00002756724,0.0000423765,0.00003549276,0.00006454389],"domain_scores_gemma":[0.999025,0.0001176845,0.0005250965,0.00002742096,0.0000575421,0.0002473204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003255742,0.00006365009,0.9954174,0.00003345633,0.00002243687,0.0006326056,0.00003803455,0.00004755456,0.0004845933,0.00004655062,0.0001444608,0.002743616],"study_design_scores_gemma":[0.00004272274,0.0007954628,0.9944994,0.00004159752,0.00002959814,0.003320489,0.0002575715,0.0002032999,0.0002632178,0.0001048262,0.0004347323,0.000007043818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990277,0.0003737541,0.00009389086,0.00004644474,0.00001015298,0.000007656082,0.00005729841,0.000001631564,0.0003814006],"genre_scores_gemma":[0.9995481,0.00007934048,0.00008404621,0.00003878673,0.00004806272,0.000007599059,0.0001194777,6.507601e-7,0.00007393336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003295398,"threshold_uncertainty_score":0.01102418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02765072514910757,"score_gpt":0.3009991363269666,"score_spread":0.273348411177859,"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."}}