{"id":"W2154066911","doi":"10.1161/circimaging.112.973321","title":"Assessment of Echocardiography and Biomarkers for the Extended Prediction of Cardiotoxicity in Patients Treated With Anthracyclines, Taxanes, and Trastuzumab","year":2012,"lang":"en","type":"article","venue":"Circulation Cardiovascular Imaging","topic":"Chemotherapy-induced cardiotoxicity and mitigation","field":"Medicine","cited_by":819,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Jewish General Hospital; McGill University; National Heart, Lung, and Blood Institute; Massachusetts General Hospital","keywords":"Medicine; Trastuzumab; Cardiotoxicity; Ejection fraction; Internal medicine; Cardiology; Natriuretic peptide; Heart failure; Troponin I; Troponin; Breast cancer; Troponin T; Cancer; Anthracycline; Oncology; Chemotherapy; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000541017,0.0002025695,0.0002881778,0.0003313247,0.0001205766,0.0003016657,0.0001153505,0.0002527242,0.0004897745],"category_scores_gemma":[0.001945761,0.000119895,0.0001531918,0.0002365385,0.0001182705,0.0002039759,0.0001626985,0.0003155304,0.0001118385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001428132,"about_ca_system_score_gemma":0.0001619715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003514589,"about_ca_topic_score_gemma":0.0006682812,"domain_scores_codex":[0.9998007,0.00006921295,0.00002690439,0.00003244497,0.00004275513,0.00002792169],"domain_scores_gemma":[0.9985227,0.0003411817,0.00070518,0.00005209218,0.0001241921,0.000254793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001691904,0.00002011178,0.9978398,0.000003047425,0.00001133924,0.00004380589,0.00001437346,0.00003244544,0.0005204655,0.000002626549,0.00002015283,0.001322688],"study_design_scores_gemma":[0.00001068191,0.0002686688,0.9986101,0.000004359316,0.00001721289,0.0003503434,0.00003932112,0.0003352168,0.0002430463,0.000008547066,0.000110648,0.000001871447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992951,0.0003586681,0.00008061855,0.0000225451,0.000003425934,0.000004590023,0.00003981389,0.000001753651,0.0001934472],"genre_scores_gemma":[0.9996538,0.00008940035,0.0001109316,0.00001747056,0.00001066406,0.000004352749,0.00006455621,4.823744e-7,0.00004833018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000541017,"threshold_uncertainty_score":0.002861202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01147016505345765,"score_gpt":0.2472726507362978,"score_spread":0.2358024856828402,"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."}}