{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001295464,0.0004038865,0.0004431054,0.0001941489,0.0002981944,0.0001391567,0.00119857,0.0004702452,0.000003434808],"category_scores_gemma":[0.00001973395,0.0003968298,0.0002037401,0.000007877806,0.0004703756,0.00005908008,0.0008852285,0.001067231,0.00001540038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004363682,"about_ca_system_score_gemma":0.0001249001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000415751,"about_ca_topic_score_gemma":0.00000717961,"domain_scores_codex":[0.998395,0.00006005434,0.0001581155,0.0007532428,0.0002686299,0.0003649755],"domain_scores_gemma":[0.9984443,0.000168612,0.0001579376,0.0007698978,0.0001053171,0.0003539987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003375614,0.000009182624,0.000004318584,0.00003367998,0.00008250627,0.0003513804,0.0001415355,8.019964e-7,0.0001046112,0.9899133,0.002224013,0.007100855],"study_design_scores_gemma":[0.000927413,0.00009407756,0.0001272635,0.0000569546,0.00009147155,0.00009353238,0.000002376632,0.0006269997,0.0002084624,0.0005227166,0.9967299,0.0005188616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002036692,0.0002741055,0.03331219,0.00005699934,0.0004131973,0.0003442575,0.00005749692,0.0002347489,0.9651033],"genre_scores_gemma":[0.01879698,0.0000466854,0.001244615,0.0001635428,0.000232802,8.834217e-7,0.000006720124,0.0000267076,0.979481],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9945059,"threshold_uncertainty_score":0.9998484,"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."}}