{"id":"W4289930828","doi":"10.1016/j.cjca.2022.07.021","title":"A Pan-Canadian Survey of Cardiogenic Shock Management: A Report From the Canadian Cardiovascular Research Collaboratory (C3) Cardiogenic Shock Working Group","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Montreal Heart Institute; University of Manitoba; University Health Network; University of Alberta Hospital; St. Michael's Hospital; St. Boniface Hospital; Vancouver General Hospital; University of Toronto; Canadian VIGOUR Centre; University of Alberta; University of Ottawa","funders":"","keywords":"Cardiogenic shock; Collaboratory; Medicine; Shock (circulatory); Internal medicine; Cardiology; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01221612,0.0004394858,0.001649537,0.001760504,0.001184067,0.0001284507,0.001994334,0.0003787038,0.0002140293],"category_scores_gemma":[0.0004944132,0.000449826,0.001183774,0.002640682,0.0003335233,0.0001381154,0.0001303815,0.001918216,0.0000260773],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004679418,"about_ca_system_score_gemma":0.00899604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9086054,"about_ca_topic_score_gemma":0.9889437,"domain_scores_codex":[0.9917174,0.00312971,0.001371247,0.0006236943,0.001314398,0.001843532],"domain_scores_gemma":[0.9940082,0.0004872741,0.0002386033,0.001849274,0.000895315,0.00252129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005520998,0.000004045254,0.6521032,0.0000876393,0.02060699,0.02907085,0.0007556012,0.2015553,0.00007188537,0.0004868504,0.08739773,0.007804708],"study_design_scores_gemma":[0.0005164047,0.00007442429,0.2695557,0.00004380818,0.0005674374,0.00159812,0.0009479061,0.0001421568,0.00001438138,0.000197337,0.7258811,0.0004612515],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7782004,0.1435725,0.0009030862,0.0006712627,0.01456507,0.003027244,0.005115206,0.0001042116,0.05384101],"genre_scores_gemma":[0.9982643,0.0001448206,0.00006871575,0.0001599298,0.0009141213,0.0000846308,0.000186575,0.0001370848,0.0000398415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6384833,"threshold_uncertainty_score":0.9997954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0548521684798287,"score_gpt":0.2473000289424306,"score_spread":0.1924478604626018,"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."}}