{"id":"W4402062650","doi":"10.3934/dcdss.2024151","title":"HIV infection dynamics with broadly neutralizing antibodies and CTL immune response","year":2024,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"HIV Research and Treatment","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"CTL*; Immune system; Virology; Immunology; Antibody; Antibody response; Human immunodeficiency virus (HIV); Dynamics (music); Neutralizing antibody; Biology; Medicine; Psychology","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":[0.0003005549,0.0002349386,0.0003749634,0.0001274539,0.0002431886,0.0002159195,0.00006304395,0.0001814207,0.0000141085],"category_scores_gemma":[0.00002671986,0.0001595992,0.00006212528,0.0001235573,0.0003080801,0.0001489975,0.00007534751,0.000293433,0.00007002029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007088944,"about_ca_system_score_gemma":0.00003546237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001479642,"about_ca_topic_score_gemma":0.000186928,"domain_scores_codex":[0.9985282,0.0003270592,0.0002586504,0.0004100802,0.00005687312,0.0004191677],"domain_scores_gemma":[0.9994598,0.0002137248,0.00004430625,0.0001788408,0.00004013815,0.0000631648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01386513,0.000609692,0.5073636,0.002859003,0.00739175,0.002304405,0.005461394,0.00006709583,0.2834264,0.07464629,0.002322976,0.0996822],"study_design_scores_gemma":[0.01111595,0.007073863,0.8639619,0.004405796,0.001121884,0.00717051,0.005767579,0.02483191,0.001842501,0.0003788444,0.06967811,0.00265115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796311,0.01731964,0.0009547307,0.0004369671,0.0002459397,0.0003997661,0.0002215129,0.0001714499,0.0006189148],"genre_scores_gemma":[0.9931878,0.0004827129,0.00001438103,0.000008976643,0.00002298403,0.0000535803,0.0003413626,0.0000257951,0.005862358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3565983,"threshold_uncertainty_score":0.6508266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006049521301235854,"score_gpt":0.2428373130512215,"score_spread":0.2367877917499856,"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."}}