{"id":"W2980252696","doi":"10.1016/j.cjca.2019.07.588","title":"METABOLOMICS ANALYSIS DISCRIMINATES HEART FAILURE PATIENTS ACCORDING TO PULMONARY HYPERTENSION: A PROOF-OF-PRINCIPLE STUDY","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Diet and metabolism studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Internal medicine; Metabolomics; Pulmonary hypertension; Pathogenesis; Ejection fraction; Cardiology; Cohort; Gastroenterology; Endocrinology; Bioinformatics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004665364,0.001552197,0.00222564,0.0004716426,0.0008825673,0.002042855,0.0007739994,0.001516671,0.002353902],"category_scores_gemma":[0.00685109,0.0006675989,0.002102118,0.0003623002,0.001249777,0.0008439968,0.00100938,0.001869174,0.0005159026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004094687,"about_ca_system_score_gemma":0.001103882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001018898,"about_ca_topic_score_gemma":0.001377422,"domain_scores_codex":[0.9985033,0.0006165539,0.00008033749,0.0004039416,0.0002561075,0.0001396811],"domain_scores_gemma":[0.9961917,0.00161243,0.0004315491,0.0006516772,0.0006959351,0.0004166595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1788128,0.01591361,0.5394138,0.001955612,0.02106088,0.001071629,0.001002167,0.001195303,0.1098626,0.0013348,0.00594806,0.1224288],"study_design_scores_gemma":[0.01798253,0.04949224,0.8738425,0.0002322226,0.01563762,0.002932895,0.0005328727,0.005491221,0.02064702,0.001960785,0.01098498,0.000263282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826505,0.004054902,0.007386286,0.0009600437,0.0003386613,0.001037489,0.001792826,0.0001437911,0.001635607],"genre_scores_gemma":[0.9878164,0.0009890572,0.007451786,0.0008311138,0.0003180073,0.0002950132,0.001653937,0.00005533405,0.000589394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004665364,"threshold_uncertainty_score":0.0246731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903331333726462,"score_gpt":0.2604785829561703,"score_spread":0.2414452696189057,"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."}}