{"id":"W3173973133","doi":"10.1177/15269248211024614","title":"Predictors and Complications of Post Kidney Transplant Leukopenia","year":2021,"lang":"en","type":"article","venue":"Progress in Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Leukopenia; Medicine; Valganciclovir; Internal medicine; Kidney transplantation; Transplantation; Proportional hazards model; Immunology; Cytomegalovirus infection; Chemotherapy; Human cytomegalovirus; 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":[0.00006069656,0.0001152392,0.0002280208,0.0001140282,0.00003484822,0.00001126495,0.00003531006,0.0000618499,0.00004623887],"category_scores_gemma":[0.000004681441,0.0001021836,0.00005346225,0.0001982792,0.00008295091,0.00009583188,0.000001854354,0.00008662559,0.000003343635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001762389,"about_ca_system_score_gemma":0.00009493772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002169326,"about_ca_topic_score_gemma":0.00004835619,"domain_scores_codex":[0.9991008,0.000040013,0.0003250237,0.0002161868,0.0001852823,0.0001326745],"domain_scores_gemma":[0.9995446,0.00005607858,0.00005827361,0.0001216159,0.0001025046,0.0001168998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003588758,0.00028344,0.9886461,0.001540967,0.0001014837,0.0002262636,0.00195118,0.000005146498,0.002662871,0.001000047,0.000001946979,0.00322169],"study_design_scores_gemma":[0.003505341,0.0001318592,0.9763915,0.001139267,0.0002785409,0.0004601286,0.00006303017,0.0001172525,0.01772329,0.00005083645,0.00005058935,0.00008839618],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953715,0.0009282679,0.0008178378,0.001075848,0.0000485384,0.0003715541,0.0004091715,0.00003175255,0.000945488],"genre_scores_gemma":[0.9921446,0.002672358,0.003441789,0.0001712923,0.000008901244,0.00004649708,0.001458223,0.0000127153,0.00004362319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01506042,"threshold_uncertainty_score":0.4166925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01874846269888383,"score_gpt":0.3021558641321885,"score_spread":0.2834074014333047,"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."}}