{"id":"W2200752867","doi":"10.1007/978-3-642-16259-6_22","title":"Leader-Follower Cucker-Smale Type Flocking Synthesized via Mean Field Stochastic Control Theory","year":2010,"lang":"en","type":"book-chapter","venue":"Advances in intelligent and soft computing","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; Polytechnique Montréal; McGill University; Group for Research in Decision Analysis","funders":"","keywords":"Flocking (texture); Nash equilibrium; Population; Mathematics; Nonlinear system; Mathematical economics; Type (biology); Mean field theory; Applied mathematics; Physics","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":[0.0003054255,0.0004101256,0.0007560203,0.0004750195,0.0005907608,0.0006340814,0.0007688001,0.001034701,0.003532456],"category_scores_gemma":[0.001064619,0.0002813447,0.0004176174,0.0002961815,0.0005931233,0.0006134856,0.0005295605,0.0006945893,0.0003354724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006737936,"about_ca_system_score_gemma":0.0004797045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002285141,"about_ca_topic_score_gemma":0.002791125,"domain_scores_codex":[0.999904,0.00002000967,0.000003904893,0.00002294803,0.00003549038,0.00001350395],"domain_scores_gemma":[0.9996885,0.0001289968,0.00004630716,0.00002787447,0.00006673105,0.00004153632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009451003,0.00005772073,0.0003896811,0.0001106007,0.00004803881,0.0001260179,0.0001374767,0.8077354,0.01556341,0.1432274,0.003807709,0.02870201],"study_design_scores_gemma":[0.000005447666,0.00001774066,0.00005901637,0.000003072515,0.000002436003,0.000009916259,0.000004845112,0.9931798,0.0003594922,0.006041815,0.0003105509,0.000005930215],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.129873,0.0006019622,0.8355427,0.0003050973,0.0003363254,0.0001076603,0.0001081651,0.0004328349,0.03269224],"genre_scores_gemma":[0.9264594,0.00021824,0.05278362,0.0001019384,0.00005560725,0.0001052021,0.00009330632,0.00009568423,0.02008711],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003532456,"threshold_uncertainty_score":0.01181728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263742534466119,"score_gpt":0.2491797061265015,"score_spread":0.2365422807818403,"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."}}