{"id":"W2493444241","doi":"10.1017/cbo9780511794797.003","title":"Agent Architectures and Hierarchical Control","year":2010,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Logic, Reasoning, and Knowledge","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hierarchy; Simplicity; Complex system; Hierarchical control system; Computer science; Theoretical computer science; Control (management); Artificial intelligence; Physics; Quantum mechanics","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":[0.000873487,0.000466972,0.0002940356,0.0004138971,0.0009086204,0.003113984,0.0009482255,0.001465183,0.007027127],"category_scores_gemma":[0.001464508,0.0002651881,0.0002633141,0.0005991948,0.003859976,0.002948361,0.001610729,0.001630019,0.001023559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002454044,"about_ca_system_score_gemma":0.001315244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006602017,"about_ca_topic_score_gemma":0.005743092,"domain_scores_codex":[0.999382,0.0002131043,0.00002517856,0.0001147914,0.0001834997,0.0000814581],"domain_scores_gemma":[0.9994981,0.0001634281,0.00005153445,0.00009897328,0.0001142359,0.00007359483],"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":[0.000006803896,0.000005423825,0.0000579337,0.00002636892,0.000006823716,0.00002153721,0.0001971336,0.006025128,0.0001431783,0.9790034,0.003065263,0.01144103],"study_design_scores_gemma":[0.00001454988,0.00001120841,0.0001093838,0.00004258629,0.000005593984,0.00002390269,0.00007159201,0.01686468,0.000170508,0.9251558,0.05752296,0.000007092654],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01488819,0.01829833,0.4869597,0.01277832,0.0005029745,0.0001042465,0.0001649526,0.0008055416,0.4654977],"genre_scores_gemma":[0.7777174,0.009042799,0.1201496,0.001902669,0.0004661744,0.0003249581,0.0002756842,0.0001673165,0.08995324],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007027127,"threshold_uncertainty_score":0.02350807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254910942674866,"score_gpt":0.1868050070628396,"score_spread":0.174255897636091,"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."}}