{"id":"W3013826673","doi":"10.1016/j.cjco.2020.03.009","title":"Multidisciplinary Code Shock Team in Cardiogenic Shock: A Canadian Centre Experience","year":2020,"lang":"en","type":"article","venue":"CJC Open","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Medicine; Cardiogenic shock; Interquartile range; Dialysis; Myocardial infarction; Ejection fraction; Mechanical ventilation; Shock (circulatory); Internal medicine; Hazard ratio; Acute kidney injury; Cohort; Cardiology; Heart failure; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007545282,0.00009836713,0.0002756103,0.00006309111,0.00006403131,0.00003328894,0.0001784819,0.00006234365,0.0002825653],"category_scores_gemma":[0.00008262654,0.00008843969,0.00007149168,0.0002612749,0.00003704816,0.00009502858,0.0001494292,0.0001147559,0.0002427936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001410536,"about_ca_system_score_gemma":0.0003374494,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02023827,"about_ca_topic_score_gemma":0.06926969,"domain_scores_codex":[0.9991698,0.00003444774,0.0001468758,0.0002721804,0.0001292808,0.0002474037],"domain_scores_gemma":[0.999291,0.00001592125,0.00002297571,0.0001950932,0.00002649137,0.000448489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002912764,0.00005287338,0.9233688,0.00005359588,0.00007236441,0.0007286056,0.0330491,0.0001598814,0.003490486,0.0001028385,0.03504834,0.003581834],"study_design_scores_gemma":[0.004070827,0.00009244384,0.8069947,0.0002356221,0.0000734447,0.00002258335,0.01897791,0.002956596,0.001105698,0.00002886688,0.1650193,0.0004219528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8606077,0.000206962,0.00001177536,0.005533339,0.0003425031,0.001043629,0.00002808915,0.0000315568,0.1321945],"genre_scores_gemma":[0.9972566,0.00001793928,0.0002596839,0.0005345499,0.000184813,0.00003128292,0.00003733799,0.00002617304,0.001651569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.136649,"threshold_uncertainty_score":0.986286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427592263389952,"score_gpt":0.3078875219772583,"score_spread":0.2836115993433588,"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."}}