{"id":"W4415781323","doi":"10.1080/00207721.2025.2580679","title":"Finite-time output impulsive synchronisation of complex dynamic networks with output coupling","year":2025,"lang":"en","type":"article","venue":"International Journal of Systems Science","topic":"Neural Networks Stability and Synchronization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"National Natural Science Foundation of China","keywords":"Control theory (sociology); Coupling (piping); Synchronization (alternating current); Output feedback; Complex network; Class (philosophy)","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":[0.000377666,0.0003313623,0.0002530251,0.0001938772,0.0002255492,0.0005007254,0.0003630705,0.0002836642,0.0008021011],"category_scores_gemma":[0.001001293,0.0001058955,0.0002519303,0.0001832589,0.0005891763,0.0004161475,0.0006172516,0.0004263849,0.00006487778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003826049,"about_ca_system_score_gemma":0.000219395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001154587,"about_ca_topic_score_gemma":0.0009972155,"domain_scores_codex":[0.9998185,0.00004404778,0.00001038255,0.00004953227,0.00005548897,0.00002200164],"domain_scores_gemma":[0.9996324,0.0001727371,0.00009036231,0.00002934961,0.00005597415,0.0000191558],"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":[0.0002089349,0.00003554013,0.0009671821,0.000172581,0.00006837518,0.000308736,0.0003156481,0.8313364,0.04650814,0.07250736,0.000330601,0.04724061],"study_design_scores_gemma":[0.000007689162,0.00005094195,0.0002433405,0.000005757186,0.00001042188,0.00002827562,0.00001571453,0.9896116,0.004318426,0.005201932,0.0004995331,0.000006289384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08627118,0.0001919637,0.9088389,0.00006590254,0.00003184542,0.00001886496,0.00001491984,0.0001169129,0.004449612],"genre_scores_gemma":[0.9880645,0.00009628085,0.01063992,0.00001425875,0.000008575707,0.00002597951,0.00001305758,0.000009482834,0.001127917],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001154587,"threshold_uncertainty_score":0.002775967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154811739042459,"score_gpt":0.2605663586992515,"score_spread":0.2490182413088269,"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."}}