{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001719386,0.000614938,0.0003722452,0.0006460493,0.000163859,0.0007106893,0.0003813233,0.0005356557,0.001090734],"category_scores_gemma":[0.005917837,0.0002096827,0.0004558203,0.0003964884,0.0002330525,0.0004495714,0.0004615377,0.0008361912,0.0002126723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002443055,"about_ca_system_score_gemma":0.0003113609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001561191,"about_ca_topic_score_gemma":0.002243044,"domain_scores_codex":[0.9994625,0.0001984585,0.00004806058,0.0001216753,0.0001063622,0.00006292478],"domain_scores_gemma":[0.9965975,0.001642479,0.0008046801,0.0002711855,0.0003434546,0.0003407995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002251714,0.00002869457,0.9965978,0.000007919519,0.0000907885,0.00003327581,0.00001660231,0.0004971068,0.0002140491,0.00002155158,0.0001066059,0.002160441],"study_design_scores_gemma":[0.0000375499,0.0002276324,0.9859299,0.0000171695,0.0001619798,0.0003337505,0.00007523123,0.01228637,0.0004548145,0.0001985515,0.0002666828,0.00001047105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981257,0.0004135825,0.000641029,0.0001083594,0.00001752489,0.000005849299,0.0003634138,0.00001275706,0.0003117889],"genre_scores_gemma":[0.9992298,0.00007658488,0.0002805032,0.00001715834,0.00002174379,0.0000045704,0.0002874362,0.000001926956,0.00008012696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001719386,"threshold_uncertainty_score":0.009093106,"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."}}