{"id":"W2047386069","doi":"10.1016/j.jtcvs.2010.07.075","title":"Comparative outcomes in cardiogenic shock patients managed with Impella microaxial pump or extracorporeal life support","year":2010,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":103,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia; Vancouver Coastal Health; St. Paul's Hospital; Providence Health Care","funders":"Vancouver Coastal Health Research Institute","keywords":"Impella; Cardiogenic shock; Extracorporeal; Life support; Medicine; Internal medicine; Intensive care medicine; Cardiology; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001770934,0.0003155262,0.001606368,0.0003418116,0.00005084147,0.00006529126,0.0001908146,0.0001753991,0.0000809226],"category_scores_gemma":[0.00008930168,0.0002221117,0.00099292,0.000275074,0.00006668094,0.0003432985,0.00003877299,0.0006773269,0.00000819401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003561038,"about_ca_system_score_gemma":0.0001388149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001289418,"about_ca_topic_score_gemma":0.00004753013,"domain_scores_codex":[0.997663,0.0001669035,0.0008463778,0.000243084,0.0007105208,0.0003700889],"domain_scores_gemma":[0.9986678,0.0002285715,0.000194329,0.0003970131,0.0001588927,0.0003533928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004800666,0.0001349041,0.9642628,0.0003365877,0.006525248,0.00170049,0.0003668191,0.002764411,0.0004556169,0.000005906652,0.000679519,0.02228768],"study_design_scores_gemma":[0.001507131,0.0001821295,0.9838723,0.0001541748,0.00147021,0.001331553,0.0006029368,0.0004308583,0.002745659,0.00004788249,0.006655712,0.0009994484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967072,0.001203929,0.0006635589,0.00001004888,0.0009093821,0.0001957405,0.00001359282,0.00003368337,0.0002628342],"genre_scores_gemma":[0.9992492,0.0001368997,0.0003076624,0.00003647143,0.0001887562,0.000007088084,0.000008032912,0.00004478823,0.0000211218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02128823,"threshold_uncertainty_score":0.9057453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802092713592226,"score_gpt":0.2435965737494322,"score_spread":0.2255756466135099,"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."}}