{"id":"W2501860639","doi":"10.5539/res.v8n3p269","title":"Uncertainty and Cybernetics","year":2016,"lang":"en","type":"article","venue":"Review of European Studies","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cybernetics; Relation (database); Element (criminal law); Information flow; Entropy (arrow of time); Computer science; Key (lock); Perspective (graphical); Epistemology; Management science; Artificial intelligence; Engineering; Philosophy; Computer security; Data mining; Law; Political science; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002162342,0.0006034531,0.0007332619,0.002487479,0.001140375,0.005247437,0.0004815253,0.002058645,0.002856227],"category_scores_gemma":[0.00282835,0.0001753435,0.0004439566,0.001574484,0.01389743,0.005217616,0.001917526,0.002246699,0.0003344204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00272288,"about_ca_system_score_gemma":0.001460958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778608,"about_ca_topic_score_gemma":0.001076106,"domain_scores_codex":[0.9983911,0.0007762015,0.00007776803,0.0002379529,0.0004201463,0.0000968826],"domain_scores_gemma":[0.9969248,0.002293013,0.0002731859,0.0001743957,0.0002302844,0.0001042854],"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":[0.00000396799,0.000006359967,0.0002293992,0.0002064193,0.00002080605,0.00006617967,0.0003957179,0.001336362,0.0001179548,0.9764897,0.001698959,0.01942805],"study_design_scores_gemma":[0.000002502736,0.0000118966,0.0005278909,0.0002908972,0.000006417894,0.00009400793,0.0003715701,0.0009009664,0.00007472897,0.9511907,0.04651528,0.00001314846],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02648261,0.5190284,0.1026657,0.05850214,0.002379257,0.00008272869,0.0002214307,0.0001253596,0.2905124],"genre_scores_gemma":[0.7613496,0.1988288,0.0171825,0.005775819,0.003284093,0.0001677929,0.0001089339,0.00003152865,0.01327091],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005247437,"threshold_uncertainty_score":0.0197559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05318563631606778,"score_gpt":0.3857402776454552,"score_spread":0.3325546413293874,"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."}}