{"id":"W2036483759","doi":"10.5539/nct.v1n1p39","title":"Limit and Dynamics of Information Entropy in Transmission","year":2012,"lang":"en","type":"article","venue":"Network and Communication Technologies","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nanjing University; Nanjing University of Posts and Telecommunications; Ministry of Education of the People's Republic of China","keywords":"Entropy (arrow of time); Information theory; Statistical physics; Computer science; Transmission channel; Mathematics; Statistics; Physics; Transmission (telecommunications); Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008852144,0.00005248041,0.000089512,0.00003161586,0.00004956534,0.000008060005,0.00008809142,0.0000429327,0.000004601308],"category_scores_gemma":[0.000006021436,0.00004674692,0.000007442085,0.00009125101,0.00006097881,0.0001699827,0.00008065545,0.0001100609,3.387272e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007645956,"about_ca_system_score_gemma":0.000002885014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001399599,"about_ca_topic_score_gemma":0.000002750307,"domain_scores_codex":[0.9996665,0.00001642317,0.000143768,0.00003477403,0.00003272312,0.0001058806],"domain_scores_gemma":[0.9996797,0.00006740094,0.00006826648,0.0001556656,0.00001494333,0.00001395917],"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":[0.000003962853,0.00001087469,0.006958176,0.000004043323,0.000002223496,3.318434e-9,0.0000642752,0.00003085866,0.00001157685,0.5972028,0.000002601989,0.3957087],"study_design_scores_gemma":[0.0002685007,0.00003736239,0.006453027,0.00005272623,0.000008217836,3.476082e-7,0.001866435,0.1119587,0.000134845,0.8773014,0.001816221,0.0001022455],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1727158,0.00275045,0.8213153,0.0007130166,0.00002457966,0.0001948347,0.00001727955,0.00008037299,0.002188334],"genre_scores_gemma":[0.9695349,0.001071147,0.0293365,0.000005626709,0.000003345629,0.00001107933,0.00003162556,0.000002506482,0.000003267913],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7968191,"threshold_uncertainty_score":0.1906284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005304962369647017,"score_gpt":0.2210037302079468,"score_spread":0.2156987678382997,"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."}}