{"id":"W3023621058","doi":"10.1161/circulationaha.120.047415","title":"Establishment and Management of Mechanical Circulatory Support During the COVID-19 Pandemic","year":2020,"lang":"en","type":"article","venue":"Circulation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; University of Ottawa","funders":"Northwestern University","keywords":"Medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Cardiac surgery; Medical emergency; Surgery; Internal medicine; Disease; Infectious disease (medical specialty)","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":[0.001313586,0.0002408047,0.0002826532,0.0004996541,0.0008942266,0.001196332,0.0006234186,0.0007687353,0.0009139756],"category_scores_gemma":[0.00377581,0.0001146639,0.0002302629,0.0002167041,0.0003832885,0.0007854525,0.001227096,0.001492685,0.0002016897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001052672,"about_ca_system_score_gemma":0.001760523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00149775,"about_ca_topic_score_gemma":0.00207811,"domain_scores_codex":[0.9991714,0.0003066367,0.0001116618,0.00006366018,0.0001650926,0.0001816459],"domain_scores_gemma":[0.999054,0.00008463139,0.0002022265,0.00002341221,0.0001340583,0.0005016471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005702586,0.0009601115,0.286262,0.001260046,0.0001796045,0.02599244,0.003913227,0.003262558,0.004436526,0.006987151,0.0563853,0.6097907],"study_design_scores_gemma":[0.0002957941,0.003893486,0.6745766,0.009041423,0.0001872125,0.04599915,0.01473489,0.01304093,0.003464107,0.01395462,0.2206226,0.000189025],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5699174,0.2520593,0.0230907,0.0810559,0.005503337,0.001263147,0.000566685,0.0003380849,0.06620535],"genre_scores_gemma":[0.9494053,0.03527889,0.005194706,0.003282931,0.005253809,0.0003193397,0.0003664182,0.00001922149,0.0008793622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00149775,"threshold_uncertainty_score":0.007637739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03748935006516511,"score_gpt":0.2927925679713098,"score_spread":0.2553032179061446,"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."}}