{"id":"W4389958327","doi":"10.1161/circ.148.suppl_1.17750","title":"Abstract 17750: Impact of Ventricular Assist Device Use on Pediatric Heart Transplant Outcomes in a Linked Cohort of the Advanced Cardiac Therapies Improving Outcomes Network (ACTION) and Pediatric Heart Transplant Society (PHTS) Databases","year":2023,"lang":"en","type":"article","venue":"Circulation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Ventricular assist device; Cardiomyopathy; Cardiology; Internal medicine; Heart failure; Heart transplantation; Cohort","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":[0.001668742,0.0002427808,0.0004003849,0.001800212,0.0002211257,0.001114829,0.0005165157,0.0002996552,0.002431227],"category_scores_gemma":[0.005841082,0.0001591254,0.0005370091,0.003368184,0.0001693744,0.0007386492,0.0007810318,0.0004958445,0.0004178631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004657153,"about_ca_system_score_gemma":0.0006127598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007715941,"about_ca_topic_score_gemma":0.006914822,"domain_scores_codex":[0.9985732,0.0003480671,0.0002550767,0.0003701236,0.0002982559,0.0001551431],"domain_scores_gemma":[0.993548,0.001722203,0.003328162,0.0004134151,0.0005484164,0.0004398455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001364279,0.00001527022,0.9982786,0.00002226228,0.00009325,0.00002138723,0.00002945892,0.00004676441,0.00004512016,0.00002990571,0.0005543812,0.0007270198],"study_design_scores_gemma":[0.00003179569,0.00004046026,0.998291,0.00003006447,0.00009236168,0.000147487,0.000162681,0.0004891063,0.0001048012,0.00002572731,0.0005813524,0.000003202299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722992,0.0002643837,0.0001061675,0.00008154204,0.000007873343,0.00001908798,0.02670215,0.000009063034,0.0005106541],"genre_scores_gemma":[0.9583028,0.0002342191,0.0003092848,0.00005783745,0.00002735797,0.00006683545,0.04080241,0.00001029912,0.0001889377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007715941,"threshold_uncertainty_score":0.01534206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02886843204186547,"score_gpt":0.2704026315412579,"score_spread":0.2415341994993924,"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."}}