{"id":"W4304759237","doi":"10.1016/j.jchf.2022.08.012","title":"Hemodynamically-Guided Management of Heart Failure Across the Ejection Fraction Spectrum","year":2022,"lang":"en","type":"article","venue":"JACC Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Université de Montréal","funders":"Abbott Laboratories","keywords":"Ejection fraction; Heart failure; Cardiology; Fraction (chemistry); Internal medicine; Spectrum (functional analysis); Medicine; Physics; Chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007805522,0.0003272559,0.0005326305,0.0001550788,0.0007308117,0.00005297784,0.0001951244,0.0001082136,0.001574336],"category_scores_gemma":[0.00001664707,0.0002544503,0.0003743129,0.0007782842,0.00009760586,0.0001698293,0.0003817109,0.0006187115,0.0001745381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004510539,"about_ca_system_score_gemma":0.00006326541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002484787,"about_ca_topic_score_gemma":0.0001331538,"domain_scores_codex":[0.9970773,0.0002056341,0.0005616436,0.0005712406,0.0009485806,0.0006356444],"domain_scores_gemma":[0.9986538,0.00006840983,0.0001491853,0.0008885484,0.00007750329,0.0001624962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004667001,0.00129183,0.04501094,0.0004667364,0.0008945304,0.0001087727,0.0005304821,0.0004893768,0.00833799,0.002661323,0.9382213,0.001520015],"study_design_scores_gemma":[0.002090824,0.0005758297,0.0325715,0.00006813637,0.0002471132,0.0002168324,0.005016726,0.0004836209,0.001539034,0.0002511124,0.9566918,0.0002474712],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6405507,0.0001431396,0.0008628012,0.3527542,0.0006332451,0.003184249,0.00004301955,0.000365737,0.001462974],"genre_scores_gemma":[0.9804583,0.00001938212,0.01308822,0.00180819,0.0002507273,0.0004168647,0.0001260662,0.00006089154,0.003771376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.350946,"threshold_uncertainty_score":0.9999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330673642598354,"score_gpt":0.2865165764036257,"score_spread":0.2732098399776421,"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."}}