{"id":"W4415793360","doi":"10.1161/circ.152.suppl_3.4369911","title":"Abstract 4369911: Prevalence and Risk Factors for Ventricular Assist Device-Associated Infection in Children: An Analysis of the ACTION Registry","year":2025,"lang":"en","type":"article","venue":"Circulation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Ventricular assist device; Multivariate analysis; Percutaneous; Extracorporeal; Retrospective cohort study; Risk factor; Heart failure; Survival analysis","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":[0.001222281,0.0002775691,0.0005836944,0.001758858,0.0003185333,0.0006330503,0.0004803952,0.0003627607,0.001701558],"category_scores_gemma":[0.002711136,0.0002878807,0.0005416524,0.002613508,0.0003538715,0.00062479,0.0006164191,0.0005237932,0.0003622081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004415144,"about_ca_system_score_gemma":0.0005957104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005369855,"about_ca_topic_score_gemma":0.004515527,"domain_scores_codex":[0.998702,0.0002898865,0.0001929522,0.0002991091,0.0003305302,0.0001854662],"domain_scores_gemma":[0.9963702,0.0006846961,0.002060173,0.0002731832,0.0003096465,0.0003020648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003070215,0.000006303552,0.9993675,0.000006689701,0.00001345203,0.00003071867,0.00002886493,0.00002109543,0.00003893431,0.000009195779,0.0001291684,0.0003174251],"study_design_scores_gemma":[0.000004579287,0.00004824664,0.999144,0.000008045318,0.00001409449,0.0002706478,0.0001512122,0.00006708106,0.00004160831,0.0000053963,0.0002426717,0.000002453906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951147,0.0002103905,0.00007376418,0.00003285178,0.000004999387,0.00001256327,0.004137117,0.000006096356,0.0004074929],"genre_scores_gemma":[0.9948267,0.0002673073,0.000137109,0.00002359029,0.00001270867,0.00004032547,0.004575253,0.000009027757,0.0001078679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005369855,"threshold_uncertainty_score":0.01067716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563750698570035,"score_gpt":0.257028654710016,"score_spread":0.2413911477243156,"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."}}