{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004166552,0.000553664,0.0008668607,0.0005029123,0.0004497699,0.001230084,0.001039065,0.001052855,0.002070568],"category_scores_gemma":[0.001310735,0.0002346366,0.0007810479,0.0002658868,0.001117782,0.001251339,0.001001912,0.0008563934,0.0002522187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003441,"about_ca_system_score_gemma":0.0007095464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00628666,"about_ca_topic_score_gemma":0.001647957,"domain_scores_codex":[0.9997649,0.00005846521,0.00001108469,0.000050791,0.00005561599,0.00005917701],"domain_scores_gemma":[0.9995078,0.0001531433,0.0001317636,0.00002862698,0.00007661086,0.0001020129],"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":[0.0001637434,0.00008753568,0.003878163,0.00009858105,0.00008911782,0.001279236,0.0006013907,0.7755181,0.03849784,0.1751446,0.0008914736,0.003750151],"study_design_scores_gemma":[0.0000204376,0.00005164275,0.0004157627,0.000006314282,0.00001890743,0.0001315892,0.0000520593,0.9863871,0.0007332925,0.01179719,0.000368813,0.00001684534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7259837,0.0007635869,0.2565424,0.001241551,0.0001167259,0.00007477513,0.0002256986,0.0002182559,0.01483323],"genre_scores_gemma":[0.9894155,0.0002376301,0.0044444,0.00006367794,0.00002028928,0.0000473207,0.00005286069,0.00001545769,0.005702882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00628666,"threshold_uncertainty_score":0.01250011,"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."}}