{"id":"W4221113050","doi":"10.1016/s0735-1097(22)02934-5","title":"BASELINE LEFT VENTRICULAR CONTRACTILE STATE IS THE STRONGEST DETERMINANT OF FUTURE DROPS IN EJECTION FRACTION FROM CARDIOTOXIC CHEMOTHERAPY: A MACHINE LEARNING BASED CMR STUDY","year":2022,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Ejection fraction; Cardiology; Internal medicine; Baseline (sea); Heart failure; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000902178,0.0003455425,0.0003413847,0.0003135387,0.0001897692,0.0005515413,0.0003640767,0.0004517593,0.001191875],"category_scores_gemma":[0.002219679,0.0001560691,0.0003242086,0.0002455495,0.0003142441,0.0004811507,0.0002248085,0.0007286185,0.000193408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002030971,"about_ca_system_score_gemma":0.0001987076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000762788,"about_ca_topic_score_gemma":0.001260303,"domain_scores_codex":[0.9998374,0.00006509975,0.00001234292,0.00003951242,0.00002182957,0.00002374475],"domain_scores_gemma":[0.9984012,0.0006808033,0.0003924296,0.0001474064,0.00009639568,0.0002817112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002962842,0.0006422964,0.9852384,0.00001399022,0.0001743812,0.0001961579,0.00004630158,0.0004160676,0.002537404,0.00004581442,0.0001977593,0.00752866],"study_design_scores_gemma":[0.00005536383,0.00108011,0.9948882,0.000004474612,0.0001016127,0.0002614405,0.00005411352,0.003102736,0.0002586906,0.00005641611,0.00012972,0.000007087691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994327,0.00007867276,0.0001265707,0.00006215841,0.000005570289,0.00000773814,0.00006726832,0.000003350469,0.0002158717],"genre_scores_gemma":[0.9995164,0.00004718517,0.000109109,0.00003175025,0.00002726034,0.000004710341,0.0001643573,0.000002095866,0.00009715881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001191875,"threshold_uncertainty_score":0.004771233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005789440718895821,"score_gpt":0.252644846706512,"score_spread":0.2468554059876162,"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."}}