{"id":"W4396597969","doi":"10.1137/23m1596004","title":"Bistability of an HIV Model with Immune Impairment","year":2024,"lang":"en","type":"article","venue":"SIAM Journal on Applied Dynamical Systems","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"Natural Science Foundation of Henan Province; National Natural Science Foundation of China","keywords":"Bistability; Human immunodeficiency virus (HIV); Immune system; Neuroscience; Medicine; Biology; Computer science; Physics; Virology; Immunology; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006696937,0.0007473557,0.001473845,0.001110798,0.0006532407,0.001738723,0.001566144,0.002720754,0.00643695],"category_scores_gemma":[0.003441368,0.0004323536,0.0009729823,0.0004332526,0.001369602,0.001495046,0.001447887,0.001277214,0.0004366565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008893086,"about_ca_system_score_gemma":0.0008829284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01471756,"about_ca_topic_score_gemma":0.006076644,"domain_scores_codex":[0.999736,0.00006852519,0.00001179944,0.0000449797,0.00003093318,0.0001076928],"domain_scores_gemma":[0.9980292,0.00097052,0.0003712682,0.00008557689,0.000168763,0.0003746843],"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":[0.0005373828,0.0002365234,0.008656487,0.0002246576,0.0002398304,0.002141334,0.0002714662,0.8029322,0.01001936,0.1652201,0.003587942,0.005932743],"study_design_scores_gemma":[0.0000510225,0.00005023909,0.001107632,0.0000104016,0.00003738083,0.0001273186,0.00004463799,0.9846943,0.0001589036,0.01351681,0.0001808568,0.00002048097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8684511,0.001390946,0.08696878,0.00510706,0.0003847685,0.00009709971,0.001174687,0.0004320554,0.03599352],"genre_scores_gemma":[0.9922368,0.0001815748,0.0007857529,0.0001285787,0.00006443609,0.00002476911,0.0001032181,0.00002170809,0.006453126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01471756,"threshold_uncertainty_score":0.02926379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326803096540403,"score_gpt":0.2743527055134521,"score_spread":0.2610846745480481,"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."}}