{"id":"W2025273848","doi":"10.1007/s00446-014-0223-6","title":"Concurrent imitation dynamics in congestion games","year":2014,"lang":"en","type":"article","venue":"Distributed Computing","topic":"Game Theory and Applications","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Latency (audio); Computer science; Imitation; Convergence (economics); Coordination game; Singleton; Monotonic function; Mathematical optimization; Mathematics; Mathematical economics; Economics","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":[0.002106245,0.0006221688,0.00119174,0.0006908874,0.0009394058,0.002375007,0.001888574,0.001578149,0.004517321],"category_scores_gemma":[0.01684773,0.0005617196,0.0006924747,0.0005448639,0.003121512,0.003528936,0.002404573,0.001970763,0.0002491119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683771,"about_ca_system_score_gemma":0.001480477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005443832,"about_ca_topic_score_gemma":0.002870196,"domain_scores_codex":[0.9988298,0.0005034813,0.00004219014,0.0001755624,0.0002419856,0.0002070924],"domain_scores_gemma":[0.9911685,0.006570723,0.0006659017,0.0003333728,0.0005283098,0.0007331412],"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":[0.0001448577,0.00009782166,0.001267777,0.00009282606,0.00005990986,0.0002744467,0.0004584978,0.3164807,0.001959542,0.6695749,0.001088046,0.008500709],"study_design_scores_gemma":[0.000045843,0.00002858786,0.0002090094,0.000008373413,0.00001525669,0.00003817995,0.0000784875,0.787169,0.0002191478,0.2116615,0.0005113262,0.00001532961],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3389235,0.0005883814,0.630268,0.002435555,0.000181227,0.0001151674,0.00008198322,0.0001779675,0.02722827],"genre_scores_gemma":[0.9868135,0.0001439496,0.008123462,0.00006258454,0.00003673742,0.00006390978,0.00001596317,0.00002000772,0.004719898],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005443832,"threshold_uncertainty_score":0.01511192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05841268452614844,"score_gpt":0.3673720416978564,"score_spread":0.3089593571717079,"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."}}