{"id":"W4383216675","doi":"10.1016/j.trim.2023.101892","title":"Prospective examination of HLA sensitization after VAD implantation in children and adults","year":2023,"lang":"en","type":"article","venue":"Transplant Immunology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian VIGOUR Centre; Stollery Children's Hospital; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Human leukocyte antigen; Prospective cohort study; Ventricular assist device; Univariate analysis; Implant; Internal medicine; Candidacy; Surgery; Multivariate analysis; Antigen; Immunology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009729693,0.00007854619,0.0001303327,0.0001750284,0.000009667441,0.000003130391,0.00003259719,0.00009413387,0.00001982644],"category_scores_gemma":[0.000004311094,0.00008357116,0.00001307105,0.0001999287,0.00002057679,0.00008600291,0.000004527632,0.00007800842,0.00001765106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001648473,"about_ca_system_score_gemma":0.000003746223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000307824,"about_ca_topic_score_gemma":0.0000677307,"domain_scores_codex":[0.9994753,0.00003719939,0.00018398,0.000123291,0.00005493168,0.0001253134],"domain_scores_gemma":[0.9998355,0.00004460113,0.0000211782,0.00006996282,0.00001606749,0.00001267064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000270733,0.00004362698,0.9004798,0.0004040861,0.0002080831,0.00005941106,0.008123137,0.001564661,0.07266521,0.001727571,0.000003900714,0.01444979],"study_design_scores_gemma":[0.0005309061,0.00003225264,0.9861746,0.00005433364,0.00001384532,0.00005573262,0.0000332107,0.003472083,0.009384627,0.0001664177,8.352373e-7,0.00008117515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999028,0.0001767704,0.0002581463,0.000009540986,0.00006232913,0.0002232118,0.00005632575,0.0001049153,0.00008071809],"genre_scores_gemma":[0.9995536,0.0001577522,0.00002430802,0.000004384867,0.000008051426,0.00002493306,0.0002108556,0.00001236048,0.000003774155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08569479,"threshold_uncertainty_score":0.3407933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003561162133094449,"score_gpt":0.1826033612567657,"score_spread":0.1790421991236713,"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."}}