{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000576259,0.0001265151,0.0002945842,0.0002062949,0.00005445462,0.00001331777,0.00004723203,0.0001080036,0.00006015501],"category_scores_gemma":[0.00003711095,0.0001114691,0.0001349501,0.0002451694,0.00005565186,0.00005223798,0.000004697599,0.0001771693,0.00003958427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005044487,"about_ca_system_score_gemma":0.0000729294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001897671,"about_ca_topic_score_gemma":0.00006637971,"domain_scores_codex":[0.9983731,0.00006158558,0.0007470497,0.0002554721,0.0003617635,0.000201061],"domain_scores_gemma":[0.9992665,0.00006189905,0.00008093419,0.0002009448,0.0002863432,0.0001033454],"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":[0.03116326,0.005521961,0.05484354,0.007845264,0.001679353,0.001010069,0.001827616,0.2427862,0.03304263,0.06138898,0.003170181,0.555721],"study_design_scores_gemma":[0.01752796,0.002718747,0.5120728,0.001380238,0.001709411,0.0004037598,0.00018013,0.4448068,0.003658661,0.01311498,0.001685372,0.0007411613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740182,0.0001159057,0.01707505,0.0009371895,0.00009912173,0.000653096,0.00001524682,0.00008116202,0.007005022],"genre_scores_gemma":[0.9946621,0.001736946,0.002832606,0.000377008,0.0001111482,0.000009764787,0.00005874398,0.00001291011,0.0001987946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5549799,"threshold_uncertainty_score":0.4545579,"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."}}