{"id":"W4399654527","doi":"10.1016/j.jacadv.2024.101039","title":"The Oxygen Cascade According to HFpEF Likelihood","year":2024,"lang":"en","type":"article","venue":"JACC Advances","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Fonds Wetenschappelijk Onderzoek; University of Alberta","keywords":"Heart failure with preserved ejection fraction; Cardiology; Internal medicine; Cascade; Heart failure; Medicine; Ejection fraction; Chemistry; Chromatography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003435962,0.0001921113,0.0001723042,0.0004440402,0.0001726588,0.0004343812,0.000156017,0.0002460843,0.005413884],"category_scores_gemma":[0.001661618,0.00008648323,0.000252946,0.0002233303,0.0001936194,0.0002185182,0.0002822441,0.0004773915,0.0004636711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001569764,"about_ca_system_score_gemma":0.0001793405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006167315,"about_ca_topic_score_gemma":0.0005513529,"domain_scores_codex":[0.9998024,0.00006324753,0.00001273814,0.00003522848,0.00003683286,0.00004958772],"domain_scores_gemma":[0.9992614,0.0001852156,0.0003113603,0.00002473786,0.00006831776,0.0001487964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002839118,0.00002079173,0.9957722,0.000008664525,0.00003442195,0.0000730285,0.00003247147,0.00005260156,0.0005747487,0.00009143139,0.0001841892,0.0028714],"study_design_scores_gemma":[0.00001052718,0.0001008363,0.9983551,0.00001078505,0.00002615321,0.0003833823,0.00007190469,0.0003336229,0.0001624409,0.0002104972,0.0003319327,0.000002812209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956889,0.001091343,0.0003277712,0.0005528516,0.00001708178,0.00001628665,0.0003170227,0.000006499892,0.001982318],"genre_scores_gemma":[0.9992247,0.0001545322,0.00009995398,0.00005583683,0.00003253363,0.000006481631,0.0001530457,0.000001905561,0.0002711236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005413884,"threshold_uncertainty_score":0.01811129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009936912396413835,"score_gpt":0.3243568682904014,"score_spread":0.3144199558939876,"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."}}