{"id":"W4246261737","doi":"10.1109/jproc.2012.2215773","title":"Cognitive Control","year":2012,"lang":"en","type":"article","venue":"Proceedings of the IEEE","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Reinforcement learning; Computer science; Controller (irrigation); Cognition; Information flow; Perception; Control (management); Set (abstract data type); Information theory; State (computer science); Metric (unit); Artificial intelligence; Human–computer interaction; Engineering; Psychology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00203524,0.001211546,0.0005522567,0.001042252,0.001207512,0.004407083,0.001683933,0.001566963,0.02524616],"category_scores_gemma":[0.009019095,0.0002051539,0.0007854503,0.0005630584,0.003251542,0.00324574,0.002548085,0.001666099,0.003044687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002075195,"about_ca_system_score_gemma":0.002188718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003208105,"about_ca_topic_score_gemma":0.002038183,"domain_scores_codex":[0.9981589,0.0004735144,0.0001125675,0.0004946928,0.0005562906,0.0002041085],"domain_scores_gemma":[0.99683,0.001162208,0.00028135,0.00073186,0.0007034423,0.0002909672],"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":[0.00006385262,0.0000486184,0.0005540141,0.000174613,0.0000494585,0.0001078646,0.0004517765,0.005777329,0.0007900827,0.9082561,0.009271529,0.0744547],"study_design_scores_gemma":[0.00005247507,0.00009333298,0.000675307,0.0001307676,0.0000368039,0.000158145,0.0002638966,0.01815355,0.0008224036,0.8847679,0.09480211,0.00004318734],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01393584,0.004198227,0.3591045,0.01042762,0.001405879,0.0002733677,0.0004105724,0.0007944002,0.6094496],"genre_scores_gemma":[0.8093919,0.004369724,0.07908504,0.004024733,0.001406496,0.0007260328,0.0006783854,0.0002085774,0.1001091],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02524616,"threshold_uncertainty_score":0.08445686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0198788056967812,"score_gpt":0.2462238968506146,"score_spread":0.2263450911538334,"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."}}