{"id":"W4406419951","doi":"10.1007/978-3-031-60907-7_31","title":"Exploring the Chaotic Dynamics of Cocirculating Disease Strains: Toward Agent-Based Modeling","year":2024,"lang":"en","type":"book-chapter","venue":"Springer proceedings in complexity","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; McMaster University; Fields Institute for Research in Mathematical Sciences","funders":"","keywords":"Chaotic; Dynamics (music); Computer science; Management science; Microeconomics; Psychology; Economics; Artificial intelligence","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":[0.000584887,0.0006526398,0.000793413,0.0006651391,0.0004660006,0.002263022,0.001364363,0.001411784,0.002041983],"category_scores_gemma":[0.002839218,0.000565801,0.0008186689,0.0006266957,0.001283754,0.002155501,0.001673505,0.001455838,0.0002824377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008405425,"about_ca_system_score_gemma":0.0008545101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006165958,"about_ca_topic_score_gemma":0.003976275,"domain_scores_codex":[0.99981,0.00009323039,0.000008561418,0.0000356413,0.00003668601,0.00001583239],"domain_scores_gemma":[0.9988298,0.0008174506,0.0001366132,0.00007121926,0.00006340488,0.00008151743],"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":[0.00001143835,0.00001862319,0.00105035,0.00005073865,0.00004180117,0.00006128602,0.0001498932,0.8515014,0.0005769711,0.1385346,0.001109864,0.006892988],"study_design_scores_gemma":[0.000001793152,0.000003691079,0.00008182853,0.00000614463,0.000003721032,0.000007598322,0.00001800751,0.9406568,0.00004455347,0.05831932,0.0008530046,0.000003481181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04979448,0.001829656,0.9258077,0.003253722,0.0001398721,0.00003737776,0.0002024534,0.0002006212,0.01873427],"genre_scores_gemma":[0.814979,0.004224801,0.1685878,0.0003912984,0.0003193517,0.0001563695,0.000256859,0.0001309307,0.01095359],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006165958,"threshold_uncertainty_score":0.01226014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6303373534465428,"score_gpt":0.400890861044016,"score_spread":0.2294464924025268,"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."}}