{"id":"W3157929726","doi":"10.1002/ccd.29747","title":"Percutaneous mechanical circulatory support from the collaborative multicenter Mechanical Unusual Support in <scp><b>T</b>AVI</scp> (<scp><b>MUST</b></scp>) Registry","year":2021,"lang":"en","type":"article","venue":"Catheterization and Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Impella; Cardiopulmonary resuscitation; Percutaneous; Hemodynamics; Cardiology; Internal medicine; Aortic valve; Ventricular assist device; Stenosis; Resuscitation; Circulatory system; Surgery; Heart failure","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":[0.003001415,0.0004830734,0.0005119501,0.001541823,0.0004304075,0.0009702368,0.0006933896,0.0003517391,0.001995845],"category_scores_gemma":[0.003921635,0.0001688906,0.0005343859,0.002372473,0.0002990815,0.0005685448,0.001207633,0.0005510492,0.0004560944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004475389,"about_ca_system_score_gemma":0.001324079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001962658,"about_ca_topic_score_gemma":0.003938552,"domain_scores_codex":[0.9980966,0.0003733562,0.0003226894,0.0004415545,0.0005826639,0.0001830951],"domain_scores_gemma":[0.9902788,0.0009136565,0.004795779,0.0009080853,0.001292365,0.001811212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005297018,0.00009557611,0.9860788,0.00006158423,0.0002451389,0.00009553109,0.00005150239,0.0001183345,0.0004998433,0.00008693221,0.004551466,0.007585563],"study_design_scores_gemma":[0.0002266888,0.0003361313,0.9953617,0.00005145728,0.0001629493,0.000578917,0.00009265976,0.0004682929,0.0004789382,0.00005175148,0.002179673,0.0000107522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977481,0.0008189999,0.001042372,0.0003405978,0.00004448596,0.0002240743,0.01718291,0.00005211302,0.002813407],"genre_scores_gemma":[0.9428056,0.0006426349,0.002005289,0.0002787966,0.0002946457,0.0003683524,0.05301739,0.00003529672,0.0005520046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003001415,"threshold_uncertainty_score":0.01587325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929624491416194,"score_gpt":0.3011467107091108,"score_spread":0.2818504657949489,"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."}}