{"id":"W2872013477","doi":"10.1161/jaha.117.008371","title":"Predictive Ability of Novel Cardiac Biomarkers ST2, Galectin‐3, and NT‐ProBNP Before Cardiac Surgery","year":2018,"lang":"en","type":"article","venue":"Journal of the American Heart Association","topic":"Galectins and Cancer Biology","field":"Immunology and Microbiology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"National Heart, Lung, and Blood Institute","keywords":"Cardiac surgery; Medicine; Cardiology; Galectin-3; Internal medicine; Intensive care medicine","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":[0.001820795,0.0001097055,0.0007245291,0.00008904707,0.0001509037,0.000007265597,0.0001054789,0.0001172179,0.00001663718],"category_scores_gemma":[0.0008249615,0.00007678218,0.0003994745,0.000298129,0.0004949331,0.00007001992,0.00005446008,0.0002518601,0.000002696865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000265346,"about_ca_system_score_gemma":0.0001943654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004077484,"about_ca_topic_score_gemma":0.00003059433,"domain_scores_codex":[0.998427,0.000680251,0.0004316038,0.0001411836,0.0000872591,0.0002326631],"domain_scores_gemma":[0.997702,0.0005590544,0.001079884,0.000162379,0.0004721194,0.00002453735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002279113,0.00005635119,0.8187152,0.000005423259,0.0007803243,5.367383e-8,0.0003361109,6.435763e-7,0.1670835,0.000003775978,0.0102839,0.00250685],"study_design_scores_gemma":[0.0002289634,0.0007035474,0.9760998,0.00002471438,0.0001513871,0.00001645766,0.0003593723,0.000002285756,0.01671062,0.00005114661,0.005582157,0.00006948186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962248,0.0006135987,0.00001997752,0.0007863028,0.002005067,0.000132944,0.00008871474,0.000007656682,0.000120956],"genre_scores_gemma":[0.9993601,0.00009828433,0.00007421521,0.000118979,0.0002376759,0.00000321728,0.000002869413,0.000008595441,0.00009610188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1573847,"threshold_uncertainty_score":0.3131086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009070436171544394,"score_gpt":0.2498456005229629,"score_spread":0.2407751643514185,"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."}}