{"id":"W3013707589","doi":"10.1111/ajt.15875","title":"CMV immune monitoring—Where do we go from here?","year":2020,"lang":"en","type":"letter","venue":"American Journal of Transplantation","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Serostatus; Immunosuppression; Immunology; Cytomegalovirus; Transplantation; Immunity; Immune system; CD8; Organ transplantation; Internal medicine; Viral load; Viral disease; Virus; Herpesviridae","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":[0.01324969,0.00171073,0.005582693,0.003673394,0.001570575,0.009133203,0.003360648,0.009408451,0.01114567],"category_scores_gemma":[0.05511666,0.0006315037,0.002202455,0.002404742,0.003210658,0.01844298,0.002870453,0.01621711,0.006924286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00295925,"about_ca_system_score_gemma":0.004991685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006904695,"about_ca_topic_score_gemma":0.007035904,"domain_scores_codex":[0.9944215,0.002316892,0.001254468,0.000653515,0.0009442737,0.0004093303],"domain_scores_gemma":[0.9602125,0.01995914,0.002378112,0.001082518,0.01301041,0.003357265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004095544,0.0001641013,0.003651774,0.006933513,0.0002569728,0.0005319443,0.0002972621,0.0001933857,0.0002218318,0.006251607,0.3316483,0.6494398],"study_design_scores_gemma":[0.000320222,0.0003947236,0.007587274,0.1190656,0.0008630688,0.003000865,0.004140046,0.0009858365,0.0004192901,0.07575881,0.7871079,0.0003563359],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.0004303667,0.6691133,0.001494455,0.3093174,0.01692706,0.00004890171,0.0002062575,0.0001429816,0.002319252],"genre_scores_gemma":[0.0123955,0.7932163,0.005003789,0.1289611,0.05688032,0.0002054481,0.0005164843,0.0001616151,0.002659444],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01324969,"threshold_uncertainty_score":0.07007194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02438287091393612,"score_gpt":0.3050933133909572,"score_spread":0.2807104424770211,"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."}}