{"id":"W3040803474","doi":"10.3934/dcdsb.2020212","title":"Viral dynamics of HIV-1 with CTL immune response","year":2020,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - B","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"CTL*; Viral load; Immune system; Human immunodeficiency virus (HIV); Virology; Immunology; Dynamics (music); Virus; Biology; Viral infection; Physics","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":[0.0001829179,0.0002016209,0.0005239959,0.00004556681,0.000102299,0.000028446,0.0001709052,0.0001584893,0.00004976207],"category_scores_gemma":[0.00006153333,0.000138352,0.00008395477,0.0001061312,0.0003256216,0.00006157561,0.0000944741,0.0002310369,0.0001090867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003846966,"about_ca_system_score_gemma":0.00004507797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000332646,"about_ca_topic_score_gemma":0.00002689407,"domain_scores_codex":[0.9985141,0.0003618778,0.0003470179,0.0003218593,0.00007529993,0.0003798003],"domain_scores_gemma":[0.9993562,0.0001494755,0.0001177596,0.0002193935,0.00006295586,0.00009422829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.07447383,0.001184208,0.1696113,0.001153619,0.00597429,0.001104985,0.006091075,0.0001344812,0.6556851,0.05810035,0.002818889,0.02366784],"study_design_scores_gemma":[0.1126016,0.07227112,0.5488777,0.00320919,0.00270931,0.003307913,0.04502529,0.07057359,0.02502006,0.0005773569,0.1078346,0.007992245],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919509,0.002446388,0.002180727,0.001353559,0.00007028083,0.0004544695,0.0006762806,0.0000603704,0.000807046],"genre_scores_gemma":[0.9971774,0.00002665051,0.00002949731,0.00003063012,0.00001536657,0.00003606988,0.000529383,0.00002007161,0.002134894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6306651,"threshold_uncertainty_score":0.564183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006427257080887998,"score_gpt":0.2198969480475589,"score_spread":0.2134696909666708,"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."}}