{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000297265,0.00009846668,0.0006463239,0.0002209888,0.00003266137,0.000005328983,0.00004138844,0.00005021983,0.000002130021],"category_scores_gemma":[0.0000391546,0.00005647178,0.0002656951,0.0003861065,0.0001436588,0.00007597026,0.00002030077,0.0003352429,6.249202e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001562624,"about_ca_system_score_gemma":0.0001404778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005411804,"about_ca_topic_score_gemma":0.000007285002,"domain_scores_codex":[0.9990817,0.0001691793,0.0002645447,0.0001222153,0.000241412,0.0001209139],"domain_scores_gemma":[0.9994049,0.00007473786,0.0001843448,0.000143368,0.0001390211,0.00005362967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001482849,0.00002533953,0.9871023,0.00003768856,0.0006122186,0.0000283015,0.00001051249,0.0003064566,0.007203992,0.00000575086,0.002459653,0.0007249806],"study_design_scores_gemma":[0.001264668,0.001186301,0.9868718,0.00009461379,0.0002914857,0.0008542495,0.0006850355,0.00006536327,0.0005895265,0.0000138578,0.008013383,0.00006968019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973971,0.0001155596,0.0001912276,0.000564135,0.001424139,0.0001719327,0.00002416924,0.000007476534,0.0001042245],"genre_scores_gemma":[0.9993805,0.00007215549,0.0001377582,0.00002636639,0.0003207015,0.000001566183,0.000001641513,0.0000137352,0.00004559428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006614466,"threshold_uncertainty_score":0.2302852,"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."}}