{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009278543,0.0001599949,0.000534301,0.0002328184,0.00007667927,0.00001151102,0.00003139569,0.00006877769,7.507653e-7],"category_scores_gemma":[0.00004579767,0.0001236522,0.0003882424,0.0003735424,0.0001771738,0.0002251548,0.000012791,0.00009477422,1.836177e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008424056,"about_ca_system_score_gemma":0.00003752236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009231235,"about_ca_topic_score_gemma":7.257337e-7,"domain_scores_codex":[0.9987169,0.0001068527,0.0003378815,0.0002467171,0.0004032899,0.0001883959],"domain_scores_gemma":[0.9991558,0.00009502952,0.0001450096,0.0003256318,0.0002106029,0.00006798574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008950583,0.00008604729,0.9537206,0.0001960418,0.001745434,4.513782e-7,0.0001606722,0.0003260276,0.01217648,0.00001790007,0.000003017978,0.03147779],"study_design_scores_gemma":[0.004574592,0.00006660703,0.9804045,0.000137174,0.001107931,0.00002300096,0.0002270518,0.003036922,0.01025133,0.000008822452,0.0000605036,0.0001015485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691205,0.003106561,0.02604651,0.00002587338,0.00005956298,0.001469166,0.00004122958,0.00002146643,0.0001091484],"genre_scores_gemma":[0.9986651,0.0003016487,0.0007729136,0.00001697095,0.00007040696,0.00006627684,0.00008282211,0.00002336272,4.90028e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03137624,"threshold_uncertainty_score":0.5042391,"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."}}