{"id":"W6980499852","doi":"","title":"Characterization and prevention of chemotherapy induced cardiac dysfunction","year":2012,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Cardiotoxicity; Ejection fraction; Trastuzumab; Doxorubicin; Cardiac dysfunction; Chemotherapy; Oxidative stress; Breast cancer; Cancer","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":[0.00007500461,0.0001419607,0.0002945,0.0001491349,0.00003781071,0.000005827271,0.00009371323,0.00025762,0.00002033117],"category_scores_gemma":[0.000002903392,0.0002011832,0.0000892467,0.0001112018,0.00001257991,0.0002014219,0.00001317376,0.0001353652,0.000006506243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004924341,"about_ca_system_score_gemma":0.00001124107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008209242,"about_ca_topic_score_gemma":0.002306338,"domain_scores_codex":[0.9994728,0.00002822736,0.0001019473,0.0001238285,0.0001674829,0.0001056928],"domain_scores_gemma":[0.9995562,0.00001364414,0.0001569857,0.0001510927,0.00007536217,0.00004671909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00005943172,0.0000256225,0.003479593,0.0003690323,0.00007961765,3.290667e-7,0.0002503727,0.000004056708,0.9760236,0.00008091262,0.00004233137,0.01958517],"study_design_scores_gemma":[0.0003378767,0.00009317677,0.8703082,0.0001835752,0.0002422048,3.962546e-7,0.001292123,0.0001976525,0.1265144,0.00002436173,0.0005908865,0.0002152178],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968635,0.0001111196,0.001757023,0.00001468298,0.0005068008,0.0002460317,0.00001649817,0.00007168859,0.0004126995],"genre_scores_gemma":[0.9982765,0.0002887757,0.0003663358,8.100654e-7,0.00004433225,5.783883e-7,0.0006039663,0.00002873026,0.0003899627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8668286,"threshold_uncertainty_score":0.8204014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01221293836883435,"score_gpt":0.2002675604740111,"score_spread":0.1880546221051767,"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."}}