{"id":"W4409257869","doi":"10.1097/tp.0000000000005374","title":"The Fourth International Consensus Guidelines on the Management of Cytomegalovirus in Solid Organ Transplantation","year":2025,"lang":"en","type":"article","venue":"Transplantation","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":134,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Merck Sharp and Dohme; Astellas Pharma; Moderna; Pfizer","keywords":"Solid organ; Cytomegalovirus; Transplantation; Medicine; Intensive care medicine; Organ transplantation; Virology; Surgery; Herpesviridae; Human immunodeficiency virus (HIV); Viral disease","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":[0.0006536296,0.0001190133,0.0001564877,0.0002102663,0.0001373697,0.00003105354,0.0001833894,0.00005651128,0.00006851248],"category_scores_gemma":[0.00002151195,0.00007176689,0.00007060714,0.0003807713,0.00009770931,0.00003375215,0.000008829311,0.0001914099,0.00002620523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007023291,"about_ca_system_score_gemma":0.00008083942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001673395,"about_ca_topic_score_gemma":0.0004398072,"domain_scores_codex":[0.9986353,0.00006465124,0.000486572,0.0001855302,0.0004196467,0.0002083188],"domain_scores_gemma":[0.999218,0.0002959844,0.00006989706,0.0002101253,0.0001764273,0.00002960677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.05558884,0.001599116,0.03721136,0.005624624,0.0036527,0.001732065,0.008437452,0.005769546,0.08808801,0.4225248,0.01132286,0.3584486],"study_design_scores_gemma":[0.02528352,0.0006917798,0.6904281,0.006103767,0.001173665,0.0002097785,0.004238998,0.01508605,0.2055135,0.006786372,0.0438048,0.0006796181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385579,0.0001996824,0.001681207,0.02535433,0.0003252809,0.001055348,0.00008730578,0.00003765197,0.03270136],"genre_scores_gemma":[0.9907289,0.00685738,0.0003919032,0.0005498436,0.00003946097,0.00005584337,0.00006915259,0.00001136033,0.001296131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6532168,"threshold_uncertainty_score":0.2926569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0446920888119494,"score_gpt":0.3678540362961673,"score_spread":0.3231619474842179,"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."}}