{"id":"W4380740792","doi":"10.1093/ehjacc/zuad065","title":"The North American perspective on short-term mechanical circulatory support for cardiogenic shock: could differences in policy be driving differences in temporary mechanical circulatory support use?","year":2023,"lang":"en","type":"article","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cardiogenic shock; Medicine; Intensive care unit; Circulatory system; Cardiology; Internal medicine; Library science; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00311589,0.00099015,0.002081897,0.001012276,0.0006303884,0.0004956821,0.001319711,0.0002370423,0.00002247557],"category_scores_gemma":[0.0005016709,0.0008371929,0.002881797,0.001831961,0.0002476127,0.0005325361,0.0003708833,0.002079721,0.00007070389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001486847,"about_ca_system_score_gemma":0.0004926184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000548539,"about_ca_topic_score_gemma":0.0002656894,"domain_scores_codex":[0.9916313,0.001501933,0.001722869,0.001342541,0.001987019,0.001814302],"domain_scores_gemma":[0.9963791,0.0006577497,0.000201608,0.001535433,0.0003795442,0.0008465116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001350144,0.0001185053,0.9719234,0.0002341927,0.006474453,0.005472088,0.002670816,0.00517094,0.00141159,0.0004681341,0.001693865,0.004227016],"study_design_scores_gemma":[0.001252424,0.000504503,0.9805539,0.000196027,0.0005515064,0.0008816997,0.004952485,0.001678929,0.0001880703,0.0000697248,0.007809573,0.001361115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941995,0.001353559,0.0005801076,0.0002208657,0.001259596,0.001258934,0.0002109978,0.0005139208,0.0004025424],"genre_scores_gemma":[0.9971777,0.00079994,0.0000739575,0.0003297155,0.001031403,0.0001251119,0.00009955881,0.0003329369,0.00002971303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008630557,"threshold_uncertainty_score":0.9994079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04646785131711947,"score_gpt":0.2746032279245511,"score_spread":0.2281353766074316,"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."}}