{"id":"W4410910923","doi":"10.1016/j.matcom.2025.05.012","title":"Model selection and parameter identification analysis in epidemiological models","year":2025,"lang":"en","type":"article","venue":"Mathematics and Computers in Simulation","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Identification (biology); Selection (genetic algorithm); Computer science; Econometrics; Statistics; Mathematics; Machine learning; Biology","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":[0.001462869,0.0001512557,0.0005509636,0.0003655465,0.00006696945,0.00003617498,0.00007302861,0.0001316168,0.000001575622],"category_scores_gemma":[0.001604836,0.0001232268,0.0000640135,0.0006649803,0.00004651269,0.0001053361,0.0001130101,0.0001342139,3.071179e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008822443,"about_ca_system_score_gemma":0.000007407389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002572443,"about_ca_topic_score_gemma":0.00008897332,"domain_scores_codex":[0.9985301,0.0001309217,0.0007264329,0.0003489279,0.00009542722,0.0001682155],"domain_scores_gemma":[0.9936453,0.005970118,0.0001656852,0.0001505383,0.00004239554,0.00002592615],"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":[0.000009172159,0.00009321714,0.02149571,0.0001096776,0.00005486445,3.370188e-7,0.0004557009,0.8446862,0.00001370899,0.1308053,0.00001500199,0.002261143],"study_design_scores_gemma":[0.0001238102,0.000006605395,0.01319042,0.00002927766,0.00004741632,1.031407e-7,0.00002272277,0.51397,0.000001276303,0.4725508,9.284293e-7,0.00005657307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4378749,0.00004435025,0.5615956,0.0002076839,0.00001161962,0.0001809638,7.679293e-7,0.00002475711,0.00005938092],"genre_scores_gemma":[0.8635237,0.0000511826,0.1361981,0.0001690471,0.000005454977,0.00002824977,0.000002881309,0.000004193878,0.00001718701],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4256488,"threshold_uncertainty_score":0.5025042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2479523863010483,"score_gpt":0.4347634704832309,"score_spread":0.1868110841821826,"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."}}