{"id":"W3004051918","doi":"10.1161/circoutcomes.119.006037","title":"Utilization of Advanced Cardiovascular Therapies in the United States and Canada","year":2020,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Public Health Ontario; University of Toronto; University Health Network; Sinai Health System","funders":"National Heart, Lung, and Blood Institute; National Institute on Aging; U.S. Department of Veterans Affairs","keywords":"Medicine; Gerontology; Political science; Intensive care medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0008916977,0.0001613387,0.0005489317,0.00005564571,0.00005269416,0.00002504874,0.0001078881,0.00006611131,0.000006069516],"category_scores_gemma":[0.0001340058,0.0001300543,0.0002553721,0.0003098293,0.00004447296,0.0001237143,0.00001986522,0.0001172143,3.511045e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003035689,"about_ca_system_score_gemma":0.00002674422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03151174,"about_ca_topic_score_gemma":0.007374398,"domain_scores_codex":[0.9983748,0.0003374605,0.0004059484,0.0002238665,0.0005102949,0.0001476521],"domain_scores_gemma":[0.9992996,0.0001828953,0.0000422026,0.000348292,0.00005678587,0.00007018702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000009487248,0.00001049624,0.4244611,0.0009775483,0.002608528,0.00001428562,0.004331012,0.5479139,0.0000886656,0.001998594,0.00002190314,0.01756445],"study_design_scores_gemma":[0.000726321,0.000007298055,0.9652378,0.00001706238,0.0001869451,0.000004389732,0.003086636,0.01836767,0.0001562666,0.0002378863,0.01173391,0.0002378286],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979992,0.01297201,0.006230597,0.0003238064,0.00006432301,0.0003057519,0.00001839842,0.0000520951,0.00004107394],"genre_scores_gemma":[0.9987924,0.0005028422,0.00006109812,0.0005340671,0.00001807615,0.00001346677,0.00006156927,0.00001611653,3.576737e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5407767,"threshold_uncertainty_score":0.9749375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05292047436105435,"score_gpt":0.2604167201570123,"score_spread":0.2074962457959579,"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."}}