{"id":"W4323851068","doi":"10.31083/j.rcm2403085","title":"Predictors of Developing Heart Failure in Adults with Congenital Heart Defects","year":2023,"lang":"en","type":"article","venue":"Reviews in Cardiovascular Medicine","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children’s Health Research Institute; Western University","funders":"Deutsche Forschungsgemeinschaft","keywords":"Medicine; Heart failure; Cardiology; Internal medicine; QRS complex; Cohort; Natriuretic peptide; Biomarker; Population","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":[0.002311796,0.000292228,0.001896693,0.0006017081,0.00002482382,0.000003230437,0.00008660945,0.0001011257,0.00004069218],"category_scores_gemma":[0.0003638392,0.0001926064,0.0004175892,0.001870656,0.0001281293,0.00007536206,0.000058836,0.0002366314,0.00007344835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556762,"about_ca_system_score_gemma":0.0001134638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002119545,"about_ca_topic_score_gemma":0.0003676694,"domain_scores_codex":[0.997407,0.0002591305,0.0007388047,0.0004656518,0.0006970733,0.0004323191],"domain_scores_gemma":[0.9989255,0.00009348143,0.00006890888,0.0006908822,0.00007923974,0.0001419806],"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":[0.0003476314,0.0001919593,0.9237132,0.007181383,0.002503723,0.001244184,0.00223569,0.0001127462,0.000283912,0.0001606934,0.04292276,0.01910209],"study_design_scores_gemma":[0.007559562,0.0005960466,0.2560695,0.01186475,0.0007219716,0.0001430914,0.0005299417,0.00002575779,0.000165129,0.000008067235,0.7220766,0.0002396557],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.866464,0.1157977,0.00018552,0.009843315,0.000351045,0.00601306,0.000003585205,0.0001768368,0.00116495],"genre_scores_gemma":[0.9752607,0.01891657,0.004024185,0.00058157,0.0003641623,0.000486663,0.0001234999,0.00006816003,0.0001744433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6791538,"threshold_uncertainty_score":0.7854259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248930134022071,"score_gpt":0.2733751376596155,"score_spread":0.2508858363193948,"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."}}