{"id":"W3036242931","doi":"10.3389/fcvm.2020.00103","title":"Serum GDF15, a Promising Biomarker in Obese Patients Undergoing Heart Surgery","year":2020,"lang":"en","type":"article","venue":"Frontiers in Cardiovascular Medicine","topic":"GDF15 and Related Biomarkers","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Saint John Regional Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Biomarker; GDF15; Internal medicine; Heart failure; Context (archaeology); Cardiology; Systemic inflammation; Obesity; Inflammation; Gastroenterology; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001487089,0.0003559011,0.001624124,0.0006791188,0.00005274233,0.00001160788,0.0001280304,0.0003211295,0.00004645812],"category_scores_gemma":[0.001326245,0.0002881481,0.0007163354,0.001633075,0.000218731,0.0001304195,0.00007193658,0.0005511877,0.00001970598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003060787,"about_ca_system_score_gemma":0.0002444416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001063918,"about_ca_topic_score_gemma":0.0000114528,"domain_scores_codex":[0.9965787,0.0003147155,0.0007867636,0.0007212614,0.0009480118,0.000650526],"domain_scores_gemma":[0.9987409,0.0001254377,0.00008673008,0.0005291491,0.00009553975,0.0004223136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004815023,0.0001172758,0.9334059,0.0006344227,0.001226043,0.0007274851,0.0007404004,0.00005659679,0.0001728408,7.10484e-7,0.03708639,0.02535042],"study_design_scores_gemma":[0.01128389,0.0002492128,0.9600677,0.002912726,0.0005293341,0.00007118574,0.001270307,0.001673895,0.0001115622,0.00004524294,0.02139468,0.0003902078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9046358,0.07511486,0.001128949,0.01214269,0.002766714,0.001536267,0.000005494395,0.0001484915,0.002520693],"genre_scores_gemma":[0.9953521,0.0009071392,0.001381638,0.001899358,0.0002414695,0.00001946004,0.00007080039,0.00007044293,0.00005751391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09071635,"threshold_uncertainty_score":0.9999571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161513720170719,"score_gpt":0.2312094107323074,"score_spread":0.2095942735306002,"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."}}