{"id":"W3014064772","doi":"10.1186/s13104-020-05031-3","title":"AST/ALT ratio predicts the functional severity of chronic heart failure with reduced left ventricular ejection fraction","year":2020,"lang":"en","type":"article","venue":"BMC Research Notes","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Ejection fraction; Internal medicine; Medicine; Heart failure; Cardiology; Cardiac function curve","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":[0.0007222573,0.0005776632,0.0002798351,0.0008933751,0.0001445527,0.0004137648,0.0002116895,0.0003743926,0.001356313],"category_scores_gemma":[0.002024095,0.0001328856,0.0002963787,0.0004007576,0.0001718763,0.0002296772,0.0002397511,0.0002926711,0.0002922219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001016661,"about_ca_system_score_gemma":0.0001361278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000642714,"about_ca_topic_score_gemma":0.001031502,"domain_scores_codex":[0.9997587,0.00007042838,0.00004768409,0.00003637484,0.00005445845,0.00003236464],"domain_scores_gemma":[0.9987385,0.0002578856,0.0006375226,0.00003956298,0.0001511281,0.0001755098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008198039,0.00002134236,0.9985633,0.000007910528,0.00002157984,0.00002883367,0.000007832189,0.0000369744,0.000270769,0.00000304942,0.00002876734,0.0009274657],"study_design_scores_gemma":[0.000008459059,0.0001480887,0.9984064,0.000009315585,0.00002918146,0.0004394858,0.00003903094,0.0006485375,0.0001785548,0.00001245818,0.00007816763,0.000002366936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985431,0.0006607438,0.0001679805,0.00004070784,0.000008900951,0.00000984972,0.0001889488,0.000009312172,0.0003702796],"genre_scores_gemma":[0.99946,0.00009650499,0.0001573229,0.00001239828,0.00001358798,0.000004636955,0.000166918,6.00369e-7,0.00008799206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001356313,"threshold_uncertainty_score":0.004537284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08157041145871766,"score_gpt":0.3388274590837574,"score_spread":0.2572570476250398,"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."}}