{"id":"W4398140815","doi":"10.28924/2291-8639-22-2024-86","title":"Mathematical Analysis for the Influence of Seasonality on Chikungunya Virus Dynamics","year":2024,"lang":"en","type":"article","venue":"International Journal of Analysis and Applications","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chikungunya; Seasonality; Mathematics; Dynamics (music); Alphavirus infection; Virus; Virology; Statistics; Biology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008137871,0.00006933937,0.0003884833,0.0002065753,0.00004637214,0.00001693595,0.0001493285,0.00005776792,0.0001501442],"category_scores_gemma":[0.0002749118,0.00003742088,0.000547749,0.0004607959,0.0002074324,0.00003216151,0.00002220921,0.0001452439,0.000003632021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002323258,"about_ca_system_score_gemma":0.00003126249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005717273,"about_ca_topic_score_gemma":0.000008440183,"domain_scores_codex":[0.9991187,0.0000279481,0.0005014624,0.0001124102,0.000167383,0.00007202593],"domain_scores_gemma":[0.9974185,0.001911289,0.0001593405,0.0001260115,0.0003169642,0.00006784948],"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":[0.00009381992,0.0001953576,0.005506558,0.00004076286,0.01349965,0.000002080572,0.00004151106,0.006401989,0.00006970266,0.9717034,0.0000233374,0.002421796],"study_design_scores_gemma":[0.0002278919,0.0001269587,0.07775997,0.00005847589,0.01605377,0.00003782679,0.00005255027,0.626928,0.00008679208,0.2777871,0.0008142684,0.00006644248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2338362,0.0001845765,0.7587106,0.006693047,0.00001563115,0.0001094572,0.00005805047,0.00000467052,0.0003877534],"genre_scores_gemma":[0.9979337,0.0001843454,0.00133683,0.0003146355,0.00008799965,0.00002682435,0.00001573597,0.000003114397,0.00009679762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7640975,"threshold_uncertainty_score":0.1643973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839843227804557,"score_gpt":0.3550036751609074,"score_spread":0.3366052428828619,"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."}}