{"id":"W2613247662","doi":"10.1111/ajt.14347","title":"An Interventional Study Using Cell-Mediated Immunity to Personalize Therapy for Cytomegalovirus Infection After Transplantation","year":2017,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":152,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Discontinuation; Viremia; Cytomegalovirus; Asymptomatic; Viral load; Immunology; Transplantation; Valganciclovir; Immunity; Internal medicine; Cytomegalovirus infection; Immune system; Human cytomegalovirus; Viral disease; Herpesviridae; Virus","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":[0.0007453978,0.0001777737,0.0004019258,0.0004360496,0.0003424502,0.0001458419,0.0001839931,0.00004876155,0.00009896195],"category_scores_gemma":[0.00002852157,0.0001549145,0.000253883,0.0001618701,0.0001159468,0.0006098495,0.000004820635,0.0002694706,0.000006722813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313455,"about_ca_system_score_gemma":0.0001881654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001748164,"about_ca_topic_score_gemma":0.0003912284,"domain_scores_codex":[0.9983525,0.0001794912,0.0005269778,0.0002016314,0.0004996287,0.0002397727],"domain_scores_gemma":[0.9984417,0.00009795155,0.0004814953,0.0002485455,0.0004828534,0.0002474697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09767621,0.00753574,0.5453515,0.0004940656,0.0007911049,0.0005154478,0.02550565,0.0004045685,0.2371059,0.000008703782,0.00002796906,0.08458321],"study_design_scores_gemma":[0.00795456,0.01723666,0.9641896,0.0002016231,0.0003892598,0.0003232299,0.001005447,0.000468941,0.007816764,0.00001531651,0.0001888112,0.0002098027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814706,0.00005774571,0.01718482,0.0001460909,0.0001571,0.0008066108,0.0001260034,0.00001372382,0.00003732399],"genre_scores_gemma":[0.9969242,0.0005457042,0.002035799,0.0001175328,0.0002245043,0.00004189789,0.00006021101,0.00003394058,0.00001619861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4188381,"threshold_uncertainty_score":0.6317229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04508635514638479,"score_gpt":0.3851157986265819,"score_spread":0.3400294434801971,"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."}}