{"id":"W2413931738","doi":"10.1007/s10955-016-1625-6","title":"Entropic Fluctuations in Thermally Driven Harmonic Networks","year":2016,"lang":"en","type":"article","venue":"Journal of Statistical Physics","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche","keywords":"Rate function; Entropy production; Uniqueness; Quadratic equation; Large deviations theory; Algebraic number; Entropy (arrow of time); Symmetrization; Fluctuation theorem","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":[0.0007871516,0.0003130871,0.00058981,0.001141846,0.0005835443,0.001276623,0.001026976,0.0009196768,0.003011081],"category_scores_gemma":[0.006525943,0.0004906529,0.0003704408,0.0003947822,0.001802223,0.001793378,0.001276236,0.0008414087,0.0001702066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009649392,"about_ca_system_score_gemma":0.0005144429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003086053,"about_ca_topic_score_gemma":0.003594561,"domain_scores_codex":[0.9997715,0.00007713817,0.0000107511,0.00004249498,0.00005257393,0.00004557733],"domain_scores_gemma":[0.9963948,0.002148329,0.0005383798,0.0001768254,0.0002576944,0.0004838619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001632774,0.0001000303,0.00368091,0.00009872516,0.00009968753,0.0004184201,0.000396579,0.4515099,0.01076948,0.5232096,0.002176278,0.007377149],"study_design_scores_gemma":[0.00001066614,0.00001936767,0.001442362,0.000007312109,0.00001130898,0.00004175812,0.00005238905,0.9007772,0.0003388753,0.09707332,0.0002052867,0.00002012579],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8865569,0.0005527653,0.1037249,0.001174945,0.00009202727,0.00003048783,0.000173589,0.000177752,0.007516711],"genre_scores_gemma":[0.9957678,0.0001554834,0.001316436,0.00004684638,0.00004684549,0.00001544967,0.00004326277,0.00002870325,0.002579201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003086053,"threshold_uncertainty_score":0.01007307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007887942124298128,"score_gpt":0.2532782244244535,"score_spread":0.2453902823001554,"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."}}