{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008804796,0.0003579083,0.0003884794,0.0002476535,0.0004223311,0.0007686031,0.0003347589,0.00098028,0.0007684123],"category_scores_gemma":[0.002423136,0.0002157224,0.0002933091,0.0003339833,0.0002657239,0.0007806147,0.0003504541,0.001010653,0.0003107518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004089218,"about_ca_system_score_gemma":0.0006830567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001197184,"about_ca_topic_score_gemma":0.002386602,"domain_scores_codex":[0.999744,0.0001066554,0.00002630077,0.00003952584,0.0000359528,0.00004743055],"domain_scores_gemma":[0.998866,0.0003793001,0.0001452881,0.00007231444,0.0001707886,0.0003664419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001731467,0.001470316,0.9072736,0.00005314135,0.00006258709,0.02320614,0.001156217,0.0003393058,0.00323116,0.0001154946,0.006171224,0.0551894],"study_design_scores_gemma":[0.0006517409,0.00469949,0.9540536,0.0001248997,0.0001001292,0.02786484,0.003418326,0.002809803,0.001313587,0.0005086915,0.004385502,0.00006936737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916877,0.0009543029,0.0008045211,0.004116476,0.0001565718,0.00007186443,0.0002016951,0.0000242608,0.001982651],"genre_scores_gemma":[0.9935263,0.0009728213,0.001261593,0.002869481,0.0004319506,0.00007296574,0.0002892756,0.00001299561,0.0005626731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001197184,"threshold_uncertainty_score":0.004656494,"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."}}