{"id":"W2056552778","doi":"10.1109/icsmc.2007.4414262","title":"Complex networks as control paradigm for complex systems","year":2007,"lang":"en","type":"article","venue":"","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Complex network; Complex system; Computer science; Control (management); Paradigm shift; Cognitive science; Artificial intelligence; Psychology; Epistemology","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":[0.001389267,0.0009234661,0.0008417655,0.001182851,0.0007322294,0.002376217,0.001357458,0.001454755,0.002530899],"category_scores_gemma":[0.003408994,0.0002479016,0.0007330068,0.001086395,0.002501129,0.004001924,0.001391363,0.002411951,0.000455127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00128833,"about_ca_system_score_gemma":0.0008647834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001965004,"about_ca_topic_score_gemma":0.001137768,"domain_scores_codex":[0.998895,0.000337608,0.00005522811,0.0002636817,0.0003548019,0.00009361152],"domain_scores_gemma":[0.9986754,0.0007500197,0.0001677732,0.0001128754,0.0001921952,0.0001017223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000697203,0.000007766685,0.00005790906,0.00005590253,0.00001060076,0.00003839231,0.00005343407,0.01311393,0.0007054585,0.9793338,0.0009545727,0.005661222],"study_design_scores_gemma":[0.0000107447,0.00002192379,0.00008959373,0.00001937473,0.000007748225,0.00004046761,0.00002260345,0.1051557,0.0002219671,0.8852006,0.009195074,0.00001424494],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006990921,0.00389605,0.9676627,0.002656642,0.0005125451,0.00006374656,0.0001591426,0.0001057346,0.01795251],"genre_scores_gemma":[0.7434081,0.01523604,0.217648,0.002202885,0.003459942,0.0009008659,0.0004030167,0.0001658624,0.01657526],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002530899,"threshold_uncertainty_score":0.009347498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0266405451525877,"score_gpt":0.3078867216773376,"score_spread":0.2812461765247499,"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."}}