{"id":"W4399828041","doi":"10.1007/978-3-031-54071-4_12","title":"Coding for Control and Connections with Information Theory","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Coding (social sciences); Computer science; Information theory; Communication; Psychology; Mathematics; Statistics","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":[0.0005606496,0.0007389087,0.000700656,0.0009591199,0.000679509,0.002404647,0.0008802585,0.001493437,0.01299898],"category_scores_gemma":[0.002361857,0.0003291794,0.0004455969,0.001698964,0.003373317,0.003508711,0.0009892856,0.002494629,0.002180415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433646,"about_ca_system_score_gemma":0.000838338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758226,"about_ca_topic_score_gemma":0.001197797,"domain_scores_codex":[0.9996113,0.0001209656,0.0000174535,0.00005574019,0.0001606065,0.00003392926],"domain_scores_gemma":[0.9990931,0.0006191405,0.00003526901,0.0001395696,0.00009287266,0.0000201289],"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":[0.000002457585,0.000003437757,0.00000654222,0.00003004345,0.000001883915,0.000005870042,0.00002433401,0.001401938,0.0001378114,0.9805768,0.003978204,0.01383077],"study_design_scores_gemma":[0.000001842023,0.000003569789,0.00001558317,0.00002307161,0.000001583128,0.00001214254,0.000008018066,0.004014391,0.0001654342,0.9799936,0.01575572,0.000004958024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004401391,0.01881378,0.6153236,0.006131251,0.002477714,0.00005621857,0.0004781514,0.0003361592,0.3519816],"genre_scores_gemma":[0.4278389,0.03759573,0.1981689,0.004016375,0.006260964,0.0005673022,0.0007691326,0.000704159,0.3240785],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01299898,"threshold_uncertainty_score":0.04348588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034941203099407,"score_gpt":0.2325417374375132,"score_spread":0.2221923254065191,"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."}}