{"id":"W4226101468","doi":"10.3934/mbe.2022305","title":"Threshold dynamics of a viral infection model with defectively infected cells","year":2022,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Viral infection; Basic reproduction number; Lyapunov function; Biology; Virus; Dynamics (music); Viral matrix protein; Stability (learning theory); Matrix (chemical analysis); Reproduction; Virology; Viral load; Applied mathematics; Expression (computer science); Mathematics; Biological system; Computer science; Physics; Ecology; Chemistry; Population","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":[0.0006058977,0.0001463698,0.0004233213,0.0001222307,0.0001208856,0.000005734638,0.0001028604,0.00007234042,0.0002803582],"category_scores_gemma":[0.000214614,0.0001005753,0.00009620484,0.0003326617,0.0002872958,0.00006066954,0.000113194,0.0002481378,0.000007904407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006930089,"about_ca_system_score_gemma":0.00004520872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003225021,"about_ca_topic_score_gemma":9.960335e-7,"domain_scores_codex":[0.9988757,0.0000272871,0.0003202135,0.0002299744,0.0002452605,0.0003016155],"domain_scores_gemma":[0.9993272,0.0002795272,0.00007092087,0.0001653884,0.0000373597,0.0001196285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005768543,0.0003392563,0.0007940833,0.0001925985,0.00003031144,0.000006213789,0.0001378292,0.08092171,0.005182593,0.9122841,0.000007403118,0.00004617503],"study_design_scores_gemma":[0.000272157,0.0005587756,0.0003426718,0.00004703347,0.00006292723,0.00006820399,0.00002499033,0.9195039,0.001818174,0.07718416,0.000004873194,0.0001121735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6039445,0.000006439721,0.3931406,0.0002120206,0.00003453962,0.0001875937,0.000005697891,0.00006630101,0.002402353],"genre_scores_gemma":[0.9901516,0.000002582714,0.009576032,0.00009442928,0.00001068056,0.00006271094,0.000003483384,0.00001155635,0.00008685749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8385822,"threshold_uncertainty_score":0.4101342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348315418868638,"score_gpt":0.2370040283419292,"score_spread":0.2235208741532428,"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."}}