{"id":"W2769814601","doi":"10.1016/j.aml.2017.11.002","title":"Thresholds and bistability in virus-immune dynamics","year":2017,"lang":"en","type":"article","venue":"Applied Mathematics Letters","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Bistability; Mathematics; Control theory (sociology); Virus; Immune system; Interval (graph theory); Control (management); Virology; Physics; Medicine; Computer science; Immunology; Artificial intelligence; Quantum mechanics; Combinatorics","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":[0.000902685,0.0001581234,0.0005647838,0.00004562864,0.0001773906,0.0000218243,0.0001557848,0.0001636291,0.0001240731],"category_scores_gemma":[0.0004390215,0.0001202475,0.00005923882,0.00002948441,0.0008177724,0.0000423669,0.0001400593,0.000295334,0.00004412215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003500892,"about_ca_system_score_gemma":0.0000102416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001528717,"about_ca_topic_score_gemma":0.0000312335,"domain_scores_codex":[0.9989425,0.00001416495,0.0004118507,0.0002500197,0.00008938737,0.0002920568],"domain_scores_gemma":[0.9987159,0.0003807239,0.0001317968,0.0006563572,0.00001151922,0.0001037195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000061276,0.0002507625,0.00353945,0.0003891874,0.00003305545,0.00002000506,0.0002313183,0.000002702216,0.004022435,0.9907855,0.00005970729,0.0006046113],"study_design_scores_gemma":[0.001946026,0.00007277721,0.03944029,0.0001612077,0.0001255281,0.00007832123,0.0001603897,0.04010604,0.001023061,0.9164937,0.00006098545,0.0003316397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262715,0.00001985603,0.02117969,0.01016988,0.00004014944,0.0003759591,0.000003463854,0.00003504877,0.04190444],"genre_scores_gemma":[0.9872289,0.0000223869,0.01101085,0.001588238,0.00002291738,0.00004762754,0.000005250211,0.00001462058,0.00005916267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07429176,"threshold_uncertainty_score":0.4903553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02265038095485852,"score_gpt":0.2820596841989269,"score_spread":0.2594093032440684,"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."}}