{"id":"W2997505536","doi":"10.1097/hco.0000000000000715","title":"Mechanical circulatory support in cardiogenic shock","year":2019,"lang":"en","type":"article","venue":"Current Opinion in Cardiology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Cardiogenic shock; Medicine; Myocardial infarction; Circulatory system; Shock (circulatory); Intensive care medicine; Percutaneous; Extracorporeal membrane oxygenation; Cardiology; Interventional cardiology; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006285054,0.0002674257,0.0007654796,0.0003093568,0.00001265155,0.00001045759,0.0003275918,0.000311278,0.0003276549],"category_scores_gemma":[0.00003565303,0.0002949795,0.0002463351,0.0003444411,0.00002877436,0.0001218567,0.00009804851,0.0006091114,0.0008111383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002621791,"about_ca_system_score_gemma":0.00006781622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003557211,"about_ca_topic_score_gemma":0.000003007452,"domain_scores_codex":[0.9978274,0.0001794979,0.0006406601,0.0005241684,0.000234753,0.0005935159],"domain_scores_gemma":[0.9991139,0.0001036777,0.00004072532,0.0005785674,0.00002584343,0.000137255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002397385,0.00004917428,0.9348517,0.0009235013,0.0001373497,0.0000295037,0.0001317667,0.04615044,0.00227256,0.005613721,0.003807227,0.006009048],"study_design_scores_gemma":[0.00445699,0.0002211086,0.5611131,0.0004073945,0.00004565479,0.0003307971,0.0002203413,0.03386227,0.0004344116,0.003447338,0.3934371,0.002023495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503381,0.007398591,0.001140316,0.00003485954,0.03546081,0.0009651022,0.00003715395,0.0003848352,0.004240222],"genre_scores_gemma":[0.9991055,0.0002400492,0.00002221941,0.00001850805,0.0004058399,0.00008260131,0.00007404441,0.00004599729,0.000005208962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3896299,"threshold_uncertainty_score":0.9999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03610623130925034,"score_gpt":0.2869412200643028,"score_spread":0.2508349887550525,"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."}}