{"id":"W2019415965","doi":"10.1007/s12559-011-9107-2","title":"Cognitive Computation Special Issue on Cognitive Behavioural Systems","year":2011,"lang":"en","type":"article","venue":"Cognitive Computation","topic":"Robotics and Automated Systems","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Cognition; Context (archaeology); Action (physics); Nonverbal communication; Perception; Cognitive psychology; Categorization; Psychology; Computer science; Cognitive science; Artificial intelligence; Communication","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000197493,0.0004095213,0.000419699,0.0003161087,0.0001936438,0.0001416825,0.00006717503,0.0001902253,0.0001047847],"category_scores_gemma":[0.00009115074,0.0004434492,0.0001091666,0.0003626118,0.0001076273,0.0002820183,0.00002909038,0.0003058787,0.001303288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114193,"about_ca_system_score_gemma":0.00003123412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005427042,"about_ca_topic_score_gemma":0.000007789538,"domain_scores_codex":[0.9980027,0.0001854333,0.0005617263,0.0004346276,0.0003983508,0.000417161],"domain_scores_gemma":[0.9984264,0.0004203585,0.0001857246,0.0000372572,0.0007747159,0.0001555187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001216131,0.001712772,0.01004547,0.001332751,0.001980725,0.0008727954,0.02404686,0.05075945,0.0005218494,0.0005986714,0.01048849,0.8964241],"study_design_scores_gemma":[0.004361225,0.000892741,0.0714563,0.00313881,0.0004274924,0.00007558949,0.009956143,0.9041517,0.003954961,0.0002202922,0.00005768466,0.001307021],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4809233,0.0002067371,0.4475859,0.000006436554,0.004081272,0.001509887,0.0002774005,0.0008605082,0.06454853],"genre_scores_gemma":[0.9970552,0.00001763385,0.00009826363,0.00006070036,0.001711512,0.00009158248,0.0007644053,0.00009386589,0.0001068732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.895117,"threshold_uncertainty_score":0.9998018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05549537877949416,"score_gpt":0.2687679456414859,"score_spread":0.2132725668619917,"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."}}