{"id":"W3209759921","doi":"10.1161/circheartfailure.121.008527","title":"Intra-Aortic Balloon Pumping in Acute Decompensated Heart Failure With Hypoperfusion: From Pathophysiology to Clinical Practice","year":2021,"lang":"en","type":"review","venue":"Circulation Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Cardiogenic shock; Medicine; Afterload; Cardiology; Heart failure; Internal medicine; Myocardial infarction; Acute decompensated heart failure; Shock (circulatory); Cardiac output; Hemodynamics; Intra-Aortic Balloon Pumping","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":{"n_in":0,"stratum":"aff_core","weight":5595.2375,"opus":{"tier":"OUT","genre":"conceptual","about_ca":false,"confidence":"high","reason":"Narrative clinical review of intra-aortic balloon pump physiology and patient selection."},"gpt":{"tier":"OUT","genre":"empirical","about_ca":false,"confidence":"high","reason":"The review concerns clinical use of an intra-aortic balloon pump rather than evidence-synthesis methodology."},"grok":{"tier":"OUT","genre":"empirical","about_ca":false,"confidence":"high","reason":"Clinical review of intra-aortic balloon pump therapy in heart failure; domain cardiology."}},"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002222456,0.0003896726,0.0008460944,0.0009250341,0.0003226403,0.001806603,0.0007318112,0.001383913,0.00160265],"category_scores_gemma":[0.00598443,0.0001762628,0.0003859986,0.000714401,0.001167612,0.001574266,0.0008136185,0.002220262,0.0006316013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009279847,"about_ca_system_score_gemma":0.00142076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005829067,"about_ca_topic_score_gemma":0.0008374454,"domain_scores_codex":[0.9990885,0.0004208245,0.0001446758,0.0001224851,0.0001647982,0.00005861385],"domain_scores_gemma":[0.9968789,0.001309067,0.0006583254,0.00009692988,0.0005858249,0.0004709207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001650464,0.0004911625,0.04240541,0.005206192,0.0002186994,0.00191936,0.0005653529,0.000621523,0.002356499,0.00712671,0.02600457,0.9114342],"study_design_scores_gemma":[0.002569343,0.007186665,0.3333795,0.06786913,0.001678511,0.03066201,0.005450545,0.01145147,0.004040776,0.09206814,0.443093,0.0005508686],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02958869,0.9006752,0.002416942,0.05841269,0.001895728,0.00006677424,0.00006846553,0.00005997112,0.006815505],"genre_scores_gemma":[0.2925154,0.6699836,0.007338441,0.01759798,0.01098301,0.0001730206,0.000176647,0.00003868182,0.001193298],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002222456,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03539333537834226,"score_gpt":0.3263317179349604,"score_spread":0.2909383825566181,"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."}}