{"id":"W4210665971","doi":"10.3390/jcm11030847","title":"Evaluation of Risk Prediction Models to Identify Cancer Therapeutics Related Cardiac Dysfunction in Women with HER2+ Breast Cancer","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Chemotherapy-induced cardiotoxicity and mitigation","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Women's College Hospital; NOSM University; University Health Network; Toronto General Hospital; University of Toronto; Health Sciences North; Ted Rogers Centre for Heart Research","funders":"Canada Research Chairs","keywords":"Medicine; Breast cancer; Trastuzumab; Cancer; Relative risk; Internal medicine; Risk assessment; Gynecology; Oncology; Confidence interval","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":[0.01122042,0.0001357737,0.0008655073,0.0002974925,0.00005981142,0.000003734523,0.00008878147,0.0001270657,0.00044676],"category_scores_gemma":[0.0002828788,0.00009823152,0.0001450883,0.0006902406,0.00009140259,0.0001572302,0.00002047149,0.0009791111,4.36438e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009567854,"about_ca_system_score_gemma":0.0008196969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004099662,"about_ca_topic_score_gemma":0.00004793772,"domain_scores_codex":[0.9951049,0.0008467098,0.001557125,0.0002081957,0.002104784,0.0001782854],"domain_scores_gemma":[0.996954,0.0002795222,0.001111354,0.000204156,0.001255821,0.0001951953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01452151,0.0007574763,0.1180551,0.00008365228,0.00246305,0.00001593616,0.01066401,0.1059816,0.03310139,0.00001253979,0.001028048,0.7133157],"study_design_scores_gemma":[0.01780346,0.004209741,0.9562022,0.001206461,0.002862107,0.0001234203,0.00482629,0.009414841,0.001192315,0.001345424,0.0006749684,0.0001387335],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912814,0.001291232,0.0003565625,0.004632754,0.001579287,0.0005519984,0.00005866679,0.00001066976,0.0002373851],"genre_scores_gemma":[0.9948903,0.003108044,0.00005071352,0.0008331981,0.0009749725,0.00007851661,0.000006266843,0.00002444589,0.00003359858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8381472,"threshold_uncertainty_score":0.4891708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09413591032590597,"score_gpt":0.4233217244953372,"score_spread":0.3291858141694313,"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."}}