{"id":"W4391544486","doi":"10.1016/j.jacc.2023.11.030","title":"Implantable Hemodynamic Monitors Improve Survival in Patients With Heart Failure and Reduced Ejection Fraction","year":2024,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Heart failure; Hemodynamics; Ejection fraction; Cardiology; Internal medicine; Stroke volume","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004000606,0.0004066981,0.0007524431,0.0002367601,0.0002134029,0.0006598674,0.0002175645,0.0005563181,0.002676853],"category_scores_gemma":[0.002588448,0.0001411227,0.0008769589,0.0002974257,0.0001796818,0.0005262383,0.000313871,0.001149826,0.0002117632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001797411,"about_ca_system_score_gemma":0.0002456654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004264527,"about_ca_topic_score_gemma":0.00150859,"domain_scores_codex":[0.9998109,0.00005402691,0.00001879524,0.00002978427,0.00004258952,0.00004391665],"domain_scores_gemma":[0.9991686,0.0003642596,0.0002431199,0.00004544714,0.00004681784,0.0001317273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0253222,0.003395616,0.6808752,0.0005088077,0.002818944,0.0003398494,0.0001589096,0.001008073,0.003421698,0.0003811802,0.007403941,0.2743655],"study_design_scores_gemma":[0.001966333,0.004386573,0.986613,0.0001313355,0.001754443,0.0002856207,0.0001158596,0.00128329,0.0004428313,0.0006944025,0.002303015,0.00002326878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753258,0.01430533,0.0005109185,0.002426789,0.0006333958,0.00002944005,0.0004414088,0.00005821942,0.006268654],"genre_scores_gemma":[0.9933148,0.003577735,0.0004325169,0.0008029694,0.0007422302,0.00001586981,0.0004543397,0.000005330474,0.0006542834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002676853,"threshold_uncertainty_score":0.008954942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004197622757617057,"score_gpt":0.2285452502893745,"score_spread":0.2243476275317574,"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."}}