{"id":"W2982753732","doi":"10.1161/circheartfailure.119.006635","title":"Clinical Practice Patterns in Temporary Mechanical Circulatory Support for Shock in the Critical Care Cardiology Trials Network (CCCTN) Registry","year":2019,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto General Hospital","funders":"National Center for Advancing Translational Sciences; National Heart, Lung, and Blood Institute","keywords":"Medicine; Cardiogenic shock; Impella; Extracorporeal membrane oxygenation; Myocardial infarction; Cardiology; Internal medicine; Shock (circulatory); Circulatory system; Intensive care; Emergency medicine; Intensive care 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005142257,0.0001390297,0.0004204281,0.001251798,0.0004297133,0.001092516,0.0005717068,0.0003946781,0.002564282],"category_scores_gemma":[0.02071106,0.0001629894,0.0003125133,0.004015815,0.0003127276,0.0009745414,0.001206803,0.0005137557,0.0003252975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009535498,"about_ca_system_score_gemma":0.001874008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006016757,"about_ca_topic_score_gemma":0.01077265,"domain_scores_codex":[0.9930729,0.002464507,0.001753867,0.001250864,0.001012124,0.0004457333],"domain_scores_gemma":[0.972431,0.005616248,0.0168662,0.001302835,0.002109506,0.001674101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003861653,0.00004394434,0.9726744,0.0001503602,0.00009798712,0.000109745,0.0003605289,0.0001537267,0.0001311165,0.0004568013,0.01515614,0.01027902],"study_design_scores_gemma":[0.0001548752,0.0001207392,0.9917596,0.0003107163,0.00007043252,0.0006265342,0.0006701681,0.0008673545,0.000141848,0.0002265678,0.005023845,0.00002734357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565129,0.003040859,0.001040773,0.002948609,0.0001219915,0.0004137875,0.02658311,0.00008931926,0.009248565],"genre_scores_gemma":[0.9768966,0.001320788,0.001087884,0.001283485,0.0001341937,0.0007579576,0.01776227,0.00004530767,0.0007115174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006016757,"threshold_uncertainty_score":0.02719516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05833130324239245,"score_gpt":0.3533591657628349,"score_spread":0.2950278625204424,"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."}}