{"id":"W4280503329","doi":"10.1049/cth2.12255","title":"Minimal‐time complex consensus for multi‐agent systems with time delay","year":2022,"lang":"en","type":"article","venue":"IET Control Theory and Applications","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Control theory (sociology); Multi-agent system; Computer science; Consensus; Control (management); 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":[0.0006743962,0.0005207594,0.0006725829,0.0003508216,0.0004148929,0.0007687009,0.0007624773,0.0005930719,0.001114472],"category_scores_gemma":[0.002490783,0.0002343319,0.0003471492,0.0003625273,0.0007951614,0.001049016,0.0008634072,0.0007107953,0.0001074582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009389727,"about_ca_system_score_gemma":0.0006782648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002793932,"about_ca_topic_score_gemma":0.001775885,"domain_scores_codex":[0.9995604,0.0001097882,0.00002391516,0.0001324577,0.0001135871,0.00005980578],"domain_scores_gemma":[0.9987627,0.0007128715,0.0001920679,0.00008100623,0.0001871526,0.00006421689],"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":[0.00007464526,0.0000202209,0.0003184076,0.00005114305,0.00001845416,0.00007254191,0.00006507608,0.9637383,0.004654816,0.0218349,0.0002017078,0.008949815],"study_design_scores_gemma":[0.000005733929,0.00002050243,0.00005181268,0.000001596054,0.000001958516,0.000006921546,0.00001022183,0.9931197,0.0006386704,0.005978238,0.0001615986,0.000003064852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04745467,0.00009148692,0.9507188,0.0001544233,0.0000213494,0.00002889078,0.00002991386,0.00007304764,0.001427456],"genre_scores_gemma":[0.9608502,0.00007568782,0.03767975,0.00002350207,0.00001238959,0.00004778395,0.00004864626,0.00001634345,0.001245698],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002793932,"threshold_uncertainty_score":0.006812692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01988885619268145,"score_gpt":0.2490393831027739,"score_spread":0.2291505269100924,"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."}}