{"id":"W2082037473","doi":"10.1111/j.1600-6143.2009.02729.x","title":"Screening to Prevent Polyoma Virus Nephropathy in Kidney Transplantation: A Cost Analysis","year":2009,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Polyomavirus and related diseases","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Immunosuppression; Medicine; BK virus; Kidney transplantation; Transplantation; Nephropathy; Kidney; Virus; Internal medicine; Immunology; Surgery; Urology; Diabetes mellitus; Endocrinology","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":[0.0002093912,0.0001544394,0.0004817501,0.0009036851,0.00004646902,0.00001994322,0.00009318037,0.00004235741,0.00005342992],"category_scores_gemma":[0.00001853917,0.000129769,0.0002822107,0.001449548,0.00004738036,0.0001711362,0.000001291,0.0002117644,0.000005113478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006008444,"about_ca_system_score_gemma":0.0001442802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000231914,"about_ca_topic_score_gemma":0.00005302532,"domain_scores_codex":[0.9985074,0.0001001519,0.0006100114,0.0001622907,0.0003885158,0.0002316073],"domain_scores_gemma":[0.998985,0.0000494217,0.0002813971,0.0001088553,0.00007977577,0.0004955857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03677975,0.003838963,0.1165747,0.0003238071,0.003770203,0.01150483,0.02366376,0.02197189,0.1205258,0.0001217374,0.0004521344,0.6604724],"study_design_scores_gemma":[0.00430221,0.003397861,0.9648801,0.001180965,0.007088528,0.00158323,0.0006901112,0.0007199654,0.01551535,0.00002893103,0.0002820363,0.0003306778],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666277,0.0003569201,0.03039187,0.002003627,0.00005639838,0.0002362865,0.00008662257,0.00001725892,0.0002233018],"genre_scores_gemma":[0.9919787,0.0015663,0.003752061,0.002507359,0.00008615217,0.000003779045,0.00007401403,0.00001093366,0.00002070413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8483054,"threshold_uncertainty_score":0.5291829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008756500262578506,"score_gpt":0.285591906125714,"score_spread":0.2768354058631355,"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."}}