{"id":"W2980424228","doi":"10.1111/chd.12851","title":"Impact of durable ventricular assist devices on post‐transplant outcomes in adults with congenital heart disease","year":2019,"lang":"en","type":"article","venue":"Congenital Heart Disease","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Cardiology; Internal medicine; Heart disease; Intensive care 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000114402,0.0004554446,0.0006238687,0.0002313712,0.00004961404,0.00005245362,0.0002339086,0.00009181408,0.0005721645],"category_scores_gemma":[0.00004737136,0.0003651461,0.0003590066,0.0003118893,0.00006394393,0.000391675,0.00003022447,0.000247234,0.0004418303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000135182,"about_ca_system_score_gemma":0.0002010582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001133636,"about_ca_topic_score_gemma":0.00008641773,"domain_scores_codex":[0.9977533,0.0000741627,0.0005095934,0.000500282,0.0005559266,0.0006067119],"domain_scores_gemma":[0.9980644,0.0001509799,0.00005855684,0.0006430983,0.0001092768,0.0009736643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001198534,0.0003654782,0.9952203,0.0004798235,0.0002009692,0.0005467446,0.00004636185,0.00165764,0.0001744263,0.00003904425,0.00004216578,0.00002853853],"study_design_scores_gemma":[0.00173205,0.0003329804,0.9940499,0.0002552698,0.0001620981,0.00001320585,0.00004134975,0.002707162,0.0001421014,0.00002662016,0.00004702821,0.0004902473],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962836,0.001042789,0.000007546833,0.00009135474,0.0002002569,0.0009641885,0.00104419,0.0001712756,0.0001948323],"genre_scores_gemma":[0.9993759,0.000001249195,0.00002147919,0.000195527,0.0000316326,0.00006723902,0.0001843945,0.00007940955,0.00004321145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003092292,"threshold_uncertainty_score":0.9998801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007217718771290114,"score_gpt":0.2280498227638751,"score_spread":0.220832103992585,"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."}}