{"id":"W3122070100","doi":"10.3934/dcdsb.2021035","title":"Monotonic and nonmonotonic immune responses in viral infection systems","year":2021,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - B","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Bistability; Immune system; Bifurcation; Monotonic function; Saddle-node bifurcation; Control theory (sociology); Mathematics; Physics; Biology; Computer science; Immunology; Control (management); Nonlinear system; Quantum mechanics; Mathematical analysis; Artificial intelligence","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":[0.0005557863,0.000450457,0.0005134798,0.0005114684,0.0004173977,0.0009366526,0.0005074043,0.0008175069,0.00125577],"category_scores_gemma":[0.002418431,0.0002313593,0.0006519075,0.00023724,0.00089094,0.0008617936,0.0007616759,0.0005818889,0.0001033713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005334868,"about_ca_system_score_gemma":0.0004628245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002576109,"about_ca_topic_score_gemma":0.001119591,"domain_scores_codex":[0.9996607,0.00009438321,0.00001748363,0.00008575399,0.00006045222,0.00008121751],"domain_scores_gemma":[0.9990739,0.0003719724,0.0003170571,0.00003920848,0.00009857405,0.00009925436],"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":[0.0002076215,0.0001538342,0.02253175,0.0003554801,0.0002453039,0.0017611,0.0008253435,0.7113207,0.06025846,0.1812911,0.001475269,0.01957397],"study_design_scores_gemma":[0.00001707726,0.00007558584,0.003808381,0.00001139765,0.00002840866,0.0002113753,0.0001246935,0.9740615,0.00137662,0.01977681,0.0004852467,0.00002285384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8295134,0.001421729,0.1570233,0.0009901753,0.00007816402,0.00007668656,0.0001887411,0.0001412264,0.01056665],"genre_scores_gemma":[0.9953923,0.0002475097,0.002618417,0.00006346157,0.00002116295,0.00003127024,0.00003558867,0.000007134233,0.001583338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002576109,"threshold_uncertainty_score":0.005122244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01036541020556101,"score_gpt":0.2660271101395931,"score_spread":0.2556616999340321,"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."}}