{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001965216,0.0001039206,0.0001310222,0.00005162939,0.0001447879,0.0000742646,0.0001069508,0.00003732432,0.00001464604],"category_scores_gemma":[0.000068913,0.00006159118,0.00006587002,0.0002263655,0.00002145548,0.0001015836,0.00002853545,0.0001707847,0.0001971643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006352348,"about_ca_system_score_gemma":0.000055238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001867327,"about_ca_topic_score_gemma":0.000008610247,"domain_scores_codex":[0.999177,0.00001575756,0.0001396974,0.0002129807,0.0001841286,0.0002703753],"domain_scores_gemma":[0.9994382,0.0001793679,0.00001471613,0.0002210345,0.00002692976,0.0001197939],"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":[0.00005936854,0.00001591933,0.001490028,0.00006506433,0.00006211115,0.00006338062,0.0004783913,0.00002034433,0.005881848,0.000701695,0.001329692,0.9898322],"study_design_scores_gemma":[0.0002011286,0.0001412854,0.001596301,0.0002840442,0.00002552404,0.00004992129,0.001001687,0.0007138066,0.005030609,0.002673228,0.9881588,0.0001237242],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9080969,0.04635647,0.004395176,0.01543147,0.005155616,0.0005487464,0.000007942671,0.0005964124,0.01941127],"genre_scores_gemma":[0.990609,0.001840575,0.001175674,0.000369504,0.001461106,0.00004484486,0.000002010566,0.00002820697,0.004469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9897084,"threshold_uncertainty_score":0.2534213,"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."}}