{"id":"W4387546305","doi":"10.1109/tnse.2023.3321833","title":"Controlling Networks of Imitative Agents","year":2023,"lang":"en","type":"article","venue":"IEEE Transactions on Network Science and Engineering","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"European Research Council","keywords":"Stochastic game; Incentive; Computer science; Convergence (economics); Imitation; Mathematical optimization; Asynchronous communication; Range (aeronautics); Mathematical economics; Mathematics; Economics; Microeconomics; Engineering","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":[0.00127984,0.00006014283,0.0000850069,0.0001215272,0.0006951519,0.00003274032,0.0001094171,0.00003702592,0.00001570421],"category_scores_gemma":[0.0000273152,0.00006160808,0.00002452948,0.001541852,0.0002754656,0.0002951794,0.000001095068,0.00009534426,0.000006440926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004198803,"about_ca_system_score_gemma":0.00008580205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002983182,"about_ca_topic_score_gemma":0.00003284577,"domain_scores_codex":[0.9991693,0.0000327238,0.0001137725,0.000137302,0.0002654694,0.0002814302],"domain_scores_gemma":[0.9995505,0.0001848841,0.00002350891,0.0000657077,0.00009655253,0.00007887501],"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":[0.000009250427,0.000006455913,0.00001177781,0.000002283748,0.000005625226,5.891159e-7,0.001284812,0.9866728,0.0004860758,0.007302074,0.00005255588,0.004165695],"study_design_scores_gemma":[0.0001888174,0.00005742223,0.001110802,0.00006194775,0.00001351083,6.382969e-7,0.001035692,0.9956739,0.0002831413,0.0003755038,0.001067131,0.0001315164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2268947,0.0001092461,0.7689465,0.0002455159,0.001327533,0.0002227991,0.000002996669,0.0002162804,0.002034416],"genre_scores_gemma":[0.9990646,0.0003467516,0.0002354336,0.0000359904,0.0001081906,0.00001367836,3.475975e-7,0.000004641831,0.0001903287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7721699,"threshold_uncertainty_score":0.5346617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193124270948694,"score_gpt":0.2667046856753285,"score_spread":0.247392258580459,"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."}}