{"id":"W4210288277","doi":"10.1161/circheartfailure.121.008976","title":"Longitudinal Invasive Hemodynamic Assessment in Patients With Acute Decompensated Heart Failure–Related Cardiogenic Shock: A Single-Center Experience","year":2022,"lang":"en","type":"letter","venue":"Circulation Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Cardiogenic shock; Acute decompensated heart failure; Medicine; Cardiology; Hemodynamics; Single Center; Shock (circulatory); Internal medicine; Heart failure; Intensive care medicine; Myocardial infarction","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002242652,0.0009564378,0.001282234,0.0006979955,0.0002355059,0.0001930768,0.0005051413,0.000970808,0.002345196],"category_scores_gemma":[0.00002649302,0.001035355,0.0004040468,0.001163723,0.00009090921,0.0006064105,0.0001720189,0.003070757,0.0001276867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00178971,"about_ca_system_score_gemma":0.0002590574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004341907,"about_ca_topic_score_gemma":0.0001995886,"domain_scores_codex":[0.9945434,0.0003512446,0.001184111,0.001337724,0.001515652,0.001067814],"domain_scores_gemma":[0.9979946,0.0001692818,0.0002557048,0.001132027,0.0002255109,0.0002228761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003543565,0.000178746,0.8676013,0.0003740279,0.0008972069,0.0004455878,0.0003477162,0.02960788,0.0008362959,0.00001071083,0.09963737,0.00002772147],"study_design_scores_gemma":[0.007105433,0.000525508,0.5873204,0.0008581091,0.0006837326,0.000710758,0.0002678331,0.02048828,0.0001534656,0.00009926826,0.3773427,0.004444512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749386,0.00008503837,0.0004499289,0.01997469,0.0009468151,0.002539245,0.0002767812,0.0006774775,0.0001114066],"genre_scores_gemma":[0.981384,9.854167e-7,0.001244154,0.01138811,0.0002055131,0.0004681351,0.004997799,0.0002854326,0.0000258601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2802809,"threshold_uncertainty_score":0.9992292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121463429248492,"score_gpt":0.2250864051340247,"score_spread":0.2129400622091755,"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."}}