{"id":"W2896014047","doi":"10.14740/cii.v3i3-4.68","title":"CMV Reactivation in Myeloma Patients","year":2018,"lang":"en","type":"article","venue":"Clinical Infection and Immunity","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple myeloma; Medicine; Cytomegalovirus; Chemotherapy; Incidence (geometry); Internal medicine; Immunology; Virology; Oncology; Viral disease; Herpesviridae; Virus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006992632,0.00005977076,0.000166574,0.0001104145,0.0001032751,0.00001555261,0.00002249837,0.0001252055,0.0002841518],"category_scores_gemma":[0.001009338,0.00005040204,0.00004578669,0.0002254106,0.000255233,0.000107884,0.00005199424,0.0004467218,0.0001304079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004297733,"about_ca_system_score_gemma":0.00004186015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009943,"about_ca_topic_score_gemma":0.0002808438,"domain_scores_codex":[0.999191,0.0001455801,0.0003049941,0.0001327867,0.0001025091,0.0001231513],"domain_scores_gemma":[0.9993587,0.0001498502,0.00004772253,0.0001695475,0.0001771356,0.00009702569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003076222,0.0005148843,0.8607283,0.00001078771,0.00001017859,6.01131e-7,0.00006999228,1.319912e-8,0.000323914,0.000061191,0.0005369042,0.1374356],"study_design_scores_gemma":[0.001621799,0.0009257768,0.9513841,0.0000335888,0.000006065958,0.000001865823,0.00001566644,0.0000917969,0.0004501681,0.0001361024,0.04528373,0.00004929816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864169,0.00001153122,0.00002446611,0.0002111223,0.0001948767,0.0001823954,0.000001074942,0.00002621506,0.01293146],"genre_scores_gemma":[0.9986679,0.0002580176,0.00002922076,0.0004977885,0.0001855555,0.000005561896,0.00001529914,0.000006513515,0.000334118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1373863,"threshold_uncertainty_score":0.3111263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09205935805249035,"score_gpt":0.4322693198569035,"score_spread":0.3402099618044131,"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."}}