{"id":"W2021779650","doi":"10.1097/tp.0b013e3181949e09","title":"Probabilistic Modeling of Cytomegalovirus Infection Under Consensus Clinical Management Guidelines","year":2009,"lang":"en","type":"article","venue":"Transplantation","topic":"Cytomegalovirus and herpesvirus research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cytomegalovirus; Cytomegalovirus infection; Probabilistic logic; Medicine; Intensive care medicine; Immunology; Virology; Computer science; Human cytomegalovirus; Herpesviridae; Viral disease; Human immunodeficiency virus (HIV); Artificial intelligence; Virus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006374821,0.0009315849,0.001252102,0.00126264,0.0006193869,0.002054157,0.002380081,0.002467105,0.003544901],"category_scores_gemma":[0.02473971,0.0008806109,0.001289853,0.001203353,0.000873408,0.000945048,0.0008069647,0.001429152,0.000439892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004005137,"about_ca_system_score_gemma":0.003599257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.119451,"about_ca_topic_score_gemma":0.05643043,"domain_scores_codex":[0.9966446,0.001980115,0.0001420148,0.0004421358,0.0003786082,0.0004125783],"domain_scores_gemma":[0.9815323,0.01326082,0.002083913,0.0003603686,0.002147823,0.0006147818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007676933,0.00002714706,0.006340655,0.00002042522,0.00005195171,0.0001179866,0.00005996709,0.9858488,0.00004192914,0.003974702,0.0006426171,0.002797079],"study_design_scores_gemma":[0.00004308619,0.00003869436,0.001144424,0.00001514871,0.00002707234,0.00005233451,0.00003192464,0.9932331,0.00003041941,0.004884516,0.000488175,0.00001098473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7203776,0.002345236,0.242493,0.006551862,0.0001985099,0.0009013142,0.005536436,0.0004869597,0.02110912],"genre_scores_gemma":[0.978574,0.0005488561,0.01530486,0.0002924715,0.00004954387,0.0003690727,0.001300709,0.00003556375,0.003524897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.119451,"threshold_uncertainty_score":0.2375114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.133572585769438,"score_gpt":0.4206854942775216,"score_spread":0.2871129085080836,"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."}}