{"id":"W1877035259","doi":"10.1007/s11005-015-0769-7","title":"Energy Conservation, Counting Statistics, and Return to Equilibrium","year":2015,"lang":"en","type":"article","venue":"Letters in Mathematical Physics","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Agence Nationale de la Recherche","keywords":"Physics; Hamiltonian (control theory); Lambda; Inverse; Energy (signal processing); Thermal equilibrium; Combinatorics; Coupling (piping); Measure (data warehouse); Mathematical physics; Thermodynamic limit; Probability measure; Quantum mechanics; Statistics; Mathematics; Geometry","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":[0.002115922,0.0003924982,0.001051229,0.001921047,0.001936118,0.003216557,0.002068856,0.001652021,0.006743335],"category_scores_gemma":[0.01683313,0.000407311,0.0008654206,0.00136134,0.004359169,0.008743946,0.002272201,0.002895561,0.0006686625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001275469,"about_ca_system_score_gemma":0.001414935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002232934,"about_ca_topic_score_gemma":0.001112033,"domain_scores_codex":[0.9990478,0.0002466947,0.0000559394,0.0001891846,0.0002138617,0.0002464063],"domain_scores_gemma":[0.9915571,0.004617866,0.0009530432,0.001271609,0.0009408087,0.0006595333],"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":[0.00001713766,0.00002068638,0.000368499,0.00001134165,0.000004828163,0.00002956215,0.00005682538,0.0008933308,0.0001887462,0.9952607,0.0009047149,0.002243849],"study_design_scores_gemma":[0.000004856035,0.000004071361,0.0002226939,0.000003505501,0.000001926578,0.00003273955,0.00001933533,0.006170248,0.0001142708,0.9931195,0.0003010468,0.000005818235],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6430373,0.002019529,0.2594077,0.01386252,0.0007021665,0.0000656467,0.0004694031,0.0006255897,0.07981021],"genre_scores_gemma":[0.9753687,0.0006736965,0.009785275,0.0009165042,0.0005311994,0.00008544099,0.000251421,0.0002076688,0.01218011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006743335,"threshold_uncertainty_score":0.02255875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01565722663182669,"score_gpt":0.2537544517678302,"score_spread":0.2380972251360035,"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."}}