{"id":"W2057455674","doi":"10.3390/e16031652","title":"Contact Geometry of Mesoscopic Thermodynamics and Dynamics","year":2014,"lang":"en","type":"article","venue":"Entropy","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Non-equilibrium thermodynamics; Mesoscopic physics; Extended irreversible thermodynamics; Statistical physics; Entropy (arrow of time); Thermodynamic equilibrium; Physics; Statistical mechanics; Thermodynamics; Maximum entropy thermodynamics; Entropy production; Equilibrium thermodynamics; Classical mechanics; Joint quantum entropy; Quantum mechanics","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":[0.0003563024,0.0002229844,0.0002851216,0.0007496465,0.0004864814,0.001317805,0.00039343,0.0004348402,0.002638449],"category_scores_gemma":[0.001048317,0.000101963,0.0002496668,0.0003994427,0.002574239,0.002465623,0.0008843493,0.000820154,0.0002968569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007809273,"about_ca_system_score_gemma":0.0003981197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007218431,"about_ca_topic_score_gemma":0.0003680763,"domain_scores_codex":[0.9996836,0.00007486204,0.00001057311,0.00006698614,0.0001270427,0.00003692312],"domain_scores_gemma":[0.9995748,0.0001313672,0.00005914805,0.00007250129,0.00007244352,0.00008968353],"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":[0.000003871336,0.000001687235,0.00006281189,0.00000848721,0.000001433076,0.00002336552,0.00004979455,0.001299762,0.0005860804,0.9961397,0.0002154098,0.001607685],"study_design_scores_gemma":[0.000003545763,0.00001337346,0.0005209619,0.000005623381,0.000001959158,0.00008114432,0.00004255239,0.01843097,0.0006119173,0.9744382,0.005843824,0.000005913234],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3628743,0.008009158,0.4473408,0.003509917,0.0004812729,0.00007643575,0.0004931618,0.0004234628,0.1767915],"genre_scores_gemma":[0.9815428,0.0009668124,0.01071456,0.0001027115,0.0002989726,0.00003420708,0.00008268792,0.0000556126,0.006201671],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002638449,"threshold_uncertainty_score":0.008826554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003132790259725329,"score_gpt":0.2194676280676923,"score_spread":0.2163348378079669,"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."}}