{"id":"W4220733797","doi":"10.3390/ijms23062960","title":"Heart Failure and Drug Therapies: A Metabolic Review","year":2022,"lang":"en","type":"review","venue":"International Journal of Molecular Sciences","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Ted Rogers Centre for Heart Research; Toronto General Hospital","funders":"","keywords":"Heart failure; Metabolomics; Medicine; Drug; Pharmacology; Bioinformatics; Disease; Mechanism (biology); Biology; Internal 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":[0.001543607,0.0001953022,0.001219466,0.0004761391,0.00007375459,0.00007110368,0.0004139862,0.00004741366,0.0006252208],"category_scores_gemma":[0.0002189626,0.0001210423,0.001402765,0.0003777956,0.0001612241,0.0001050302,0.000107149,0.0004511391,0.000007279094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006151821,"about_ca_system_score_gemma":0.0006294684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008781323,"about_ca_topic_score_gemma":7.842252e-7,"domain_scores_codex":[0.9972708,0.0002748198,0.0005925444,0.0002182468,0.001525943,0.0001176864],"domain_scores_gemma":[0.9989431,0.00009751601,0.0004922878,0.0001449665,0.0002021957,0.0001199541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006866524,0.00005533154,0.0000548582,0.002171611,0.002116492,0.000429112,0.00006406275,0.000001849204,0.000004722559,0.0002392979,0.006512452,0.9883434],"study_design_scores_gemma":[0.0001931127,0.00006575404,0.00001316838,0.009794172,0.001222837,0.008776243,0.00007379535,4.798858e-7,0.000002938829,0.00001974213,0.97973,0.0001078213],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006310462,0.9961347,0.00005398482,0.002312041,0.001009398,0.0002273011,0.000007270743,0.000007387095,0.0001848269],"genre_scores_gemma":[0.00003621649,0.9975357,0.0006884239,0.001411377,0.0002131492,0.0000085313,0.000007008866,0.00001500162,0.00008461276],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9882355,"threshold_uncertainty_score":0.6845729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03246548931182319,"score_gpt":0.347009474039442,"score_spread":0.3145439847276189,"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."}}