{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005451109,0.0002532114,0.0005573563,0.0001877399,0.00005971624,0.0000352291,0.00005992794,0.0001109176,0.0001609886],"category_scores_gemma":[0.0002244974,0.000226244,0.0003288164,0.0002263192,0.00003622323,0.0008987698,0.00002720995,0.0002465892,0.00001410879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005296335,"about_ca_system_score_gemma":0.00001206575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009906234,"about_ca_topic_score_gemma":0.00001908186,"domain_scores_codex":[0.9983742,0.0002207124,0.0004095623,0.0003000817,0.0002936026,0.000401796],"domain_scores_gemma":[0.9989898,0.0004612041,0.00003097208,0.0002111314,0.00008641824,0.0002204697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001106761,0.0001111983,0.9578587,0.0009783416,0.0008835187,0.0001862912,0.0004353057,0.0001291194,0.00008464131,0.00002314945,0.0001418077,0.03905723],"study_design_scores_gemma":[0.0003388971,0.00002278062,0.9820923,0.000416752,0.000424707,0.0002974489,0.0005459489,0.000433385,0.003771689,0.00004717228,0.01096636,0.0006425997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987493,0.008814177,0.002275175,0.00002460443,0.0009664018,0.0001995638,0.00004252254,0.00007657759,0.0001079698],"genre_scores_gemma":[0.9994504,0.0001009574,0.0001917741,0.0000390759,0.00009145724,0.00005607384,0.00002973339,0.00003748911,0.000003019131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03841463,"threshold_uncertainty_score":0.9225965,"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."}}