{"id":"W2116871211","doi":"10.1109/tsmcb.2009.2013721","title":"Contemporary Cybernetics and Its Facets of Cognitive Informatics and Computational Intelligence","year":2009,"lang":"en","type":"article","venue":"IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":146,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Research Manitoba; University of Calgary","funders":"","keywords":"Cybernetics; Cognitive science; Computational intelligence; Computer science; Informatics; Cognition; Biocybernetics; Artificial intelligence; Cognitive architecture; Psychology; Engineering; Neuroscience","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":[0.0008501038,0.0005742643,0.0004642898,0.002533017,0.001384991,0.00563733,0.0005137126,0.001471471,0.003618438],"category_scores_gemma":[0.001921553,0.0002278397,0.0003595311,0.002610178,0.0120671,0.006864916,0.00193945,0.002834375,0.000474431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001875735,"about_ca_system_score_gemma":0.001552358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731722,"about_ca_topic_score_gemma":0.001462687,"domain_scores_codex":[0.9993609,0.0002557192,0.00003004548,0.00009360071,0.0001997604,0.00005999021],"domain_scores_gemma":[0.9989035,0.0006083748,0.000104844,0.0001655647,0.0001426189,0.00007509676],"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":[0.000001686915,0.000003053243,0.000102507,0.0000431271,0.00000276915,0.00002171332,0.0002581787,0.000307761,0.00007972826,0.9915486,0.0008509064,0.006779976],"study_design_scores_gemma":[0.000001008658,0.000004880372,0.0002575314,0.0000655296,0.000002821153,0.00009399034,0.0003025227,0.0009093733,0.00006080598,0.9591045,0.03919183,0.000005163192],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02824066,0.18608,0.2614279,0.04096015,0.001870288,0.0000737859,0.0001643171,0.0002416958,0.4809411],"genre_scores_gemma":[0.7970697,0.1070889,0.06472852,0.004250551,0.004235866,0.0002467545,0.0002336762,0.00009423139,0.02205183],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00563733,"threshold_uncertainty_score":0.01360941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03213895612954015,"score_gpt":0.2586853916812793,"score_spread":0.2265464355517391,"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."}}