{"id":"W2810146871","doi":"10.3390/e20090707","title":"Energy Dissipation and Information Flow in Coupled Markovian Systems","year":2018,"lang":"en","type":"article","venue":"Entropy","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Dissipation; Limit (mathematics); Upper and lower bounds; Markov process; Simple (philosophy); Steady state (chemistry); Flow (mathematics); Energy (signal processing)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001060271,0.0004735836,0.0006987579,0.0007546034,0.0008306907,0.001681612,0.0008730836,0.001130796,0.001924249],"category_scores_gemma":[0.006556151,0.0004503825,0.0005227285,0.0004939187,0.002461245,0.003023792,0.00171434,0.0008860303,0.000142664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001567753,"about_ca_system_score_gemma":0.0008985098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003334773,"about_ca_topic_score_gemma":0.001722396,"domain_scores_codex":[0.99942,0.0002215342,0.00002781645,0.00007722093,0.0001511943,0.000102246],"domain_scores_gemma":[0.9969369,0.002192111,0.000357785,0.0001830666,0.000160199,0.0001698935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000949737,0.00006257182,0.001426852,0.00005941075,0.00004811367,0.000163237,0.0002957663,0.5145615,0.005048452,0.4737601,0.000382999,0.004096067],"study_design_scores_gemma":[0.00001122918,0.00001931576,0.0004402189,0.000007832004,0.000007577592,0.00001921715,0.00001967242,0.8258763,0.0002330187,0.1731916,0.0001575176,0.00001643724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7358269,0.001098082,0.2442256,0.002231319,0.00009431252,0.00005221885,0.0001391541,0.0002383101,0.01609414],"genre_scores_gemma":[0.9949558,0.0002075197,0.003482523,0.00005429016,0.00003026934,0.0000269332,0.00002259155,0.00001746832,0.00120261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003334773,"threshold_uncertainty_score":0.01137489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003023552472411623,"score_gpt":0.2105112043335291,"score_spread":0.2074876518611175,"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."}}