{"id":"W4389925759","doi":"10.1016/j.athoracsur.2023.11.035","title":"Seventh Annual Society of Thoracic Surgeons Pedimacs Report","year":2023,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital; University of Alberta","funders":"National Institutes of Health; Society of Thoracic Surgeons","keywords":"Medicine; Pulsatile flow; Etiology; Population; Ventricular assist device; Cardiomyopathy; Continuous flow; Intensive care medicine; Heart failure; Internal 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":[0.0007128385,0.0005189513,0.0003019891,0.00197411,0.0006998272,0.001460214,0.0005712617,0.001752314,0.07019397],"category_scores_gemma":[0.002593803,0.000203637,0.0004701228,0.0007854653,0.0003820729,0.0005931692,0.001011882,0.00175748,0.04131947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006741342,"about_ca_system_score_gemma":0.00197039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001577147,"about_ca_topic_score_gemma":0.00405558,"domain_scores_codex":[0.9992672,0.00006051556,0.00006081681,0.00004617997,0.0004266347,0.0001387396],"domain_scores_gemma":[0.9973091,0.0001772143,0.0002155441,0.0001510262,0.001329851,0.0008172171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00006268854,0.00008193807,0.004670348,0.000120003,0.00001934876,0.001394642,0.00001691397,0.00009650402,0.0006618544,0.0005214586,0.9340256,0.05832867],"study_design_scores_gemma":[0.00002550242,0.00003948223,0.005946462,0.0001943591,0.00001871159,0.002710819,0.0000636616,0.0001592398,0.0004970722,0.0004241774,0.9899101,0.0000105033],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02106292,0.01288278,0.003716746,0.06095397,0.2400709,0.0006276389,0.009649438,0.001580933,0.6494547],"genre_scores_gemma":[0.105011,0.02589623,0.005403045,0.02226331,0.07816307,0.0009002275,0.02173018,0.0005674275,0.7400655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07019397,"threshold_uncertainty_score":0.2348223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1004877030604926,"score_gpt":0.3655695891665751,"score_spread":0.2650818861060825,"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."}}