{"id":"W4406795689","doi":"10.1080/00207721.2025.2456028","title":"Static output feedback strategy for mean-field social control with nonlinear stochastic dynamics","year":2025,"lang":"en","type":"article","venue":"International Journal of Systems Science","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Japan Society for the Promotion of Science","keywords":"Control theory (sociology); Nonlinear system; Dynamics (music); Control (management); Field (mathematics); Feedback control; Output feedback; Nonlinear control; Computer science; Mathematics; Control engineering; Engineering; Psychology; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001596751,0.0001835699,0.0003824577,0.0005181748,0.0002108166,0.001030252,0.003041258,0.00006010984,0.000001103386],"category_scores_gemma":[0.0003475252,0.0001429061,0.0001231219,0.0005494434,0.0001748871,0.001200363,0.000100948,0.0001945589,0.00000574834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000597792,"about_ca_system_score_gemma":0.001277464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008160735,"about_ca_topic_score_gemma":0.00002606087,"domain_scores_codex":[0.996916,0.00006752906,0.0008395783,0.00032868,0.001478411,0.0003698049],"domain_scores_gemma":[0.9952193,0.0004709567,0.0008634941,0.0002319929,0.003086525,0.000127689],"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":[0.001409477,0.0008259981,0.001929665,0.0002791059,0.001845305,0.0002734938,0.00216314,0.3249037,0.004414074,0.6062744,0.007455724,0.04822584],"study_design_scores_gemma":[0.003674912,0.0003937551,0.0006543532,0.0003792687,0.00004027162,0.0001861563,0.0007237945,0.992311,0.0001040817,0.0006934776,0.0006446213,0.0001943197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008490861,0.00007419451,0.9822078,0.003704405,0.004532021,0.0004406778,0.00007042129,0.00003002445,0.0004496057],"genre_scores_gemma":[0.9965257,0.00000121596,0.002473248,0.00028011,0.0004070354,0.00002141449,0.000002428323,0.000007268976,0.0002815546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9880348,"threshold_uncertainty_score":0.993474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01629037776134769,"score_gpt":0.2939042792572711,"score_spread":0.2776139014959235,"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."}}