{"id":"W2067774919","doi":"10.1007/s10955-006-9181-0","title":"Temporal Behavior of the Conditional and Gibbs’ Entropies","year":2006,"lang":"en","type":"article","venue":"Journal of Statistical Physics","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Statistical physics; Mathematics; Monotonic function; Entropy (arrow of time); Conditional entropy; Monotone polygon; Principle of maximum entropy; Physics; Thermodynamics; Statistics; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005076743,0.00008622855,0.0001982987,0.00001105336,0.00005848972,0.00001486063,0.00008669796,0.00001622208,0.00008224627],"category_scores_gemma":[0.00001224215,0.00005763857,0.00006520045,0.00005115756,0.000168599,0.00006452602,0.00003211433,0.0001630241,8.540076e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001165258,"about_ca_system_score_gemma":0.00004477197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002287608,"about_ca_topic_score_gemma":8.092125e-7,"domain_scores_codex":[0.999246,0.00002741593,0.0003280521,0.00006531629,0.0002237004,0.000109538],"domain_scores_gemma":[0.9992788,0.0001862517,0.0002829559,0.00006867487,0.0001358112,0.00004745916],"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":[0.00001370218,0.000160854,0.008351708,0.000007097682,0.00002006535,0.000003068834,0.00001053247,0.00009628458,0.001127185,0.9841501,0.0001556959,0.005903704],"study_design_scores_gemma":[0.0003831529,0.00009040988,0.03028112,0.00001507761,0.00007138807,0.0000043685,0.00003834677,0.00183071,0.0005274756,0.9665311,0.0001572966,0.00006955188],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.102776,0.00001769038,0.8957955,0.00005022208,0.0001058053,0.00006061848,0.0008017565,0.000001481233,0.0003909127],"genre_scores_gemma":[0.98509,9.987232e-7,0.01460227,0.00001256527,0.0002323138,0.000001641633,0.00001955412,0.000008276366,0.00003235038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.882314,"threshold_uncertainty_score":0.2350433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005169868106348814,"score_gpt":0.2394926133363383,"score_spread":0.2343227452299894,"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."}}