{"id":"W2799453302","doi":"10.1016/j.entcs.2018.03.020","title":"A Categorical Characterization of Relative Entropy on Standard Borel Spaces","year":2018,"lang":"en","type":"article","venue":"Electronic Notes in Theoretical Computer Science","topic":"Statistical Mechanics and Entropy","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Categorical variable; Convexity; Functor; Kullback–Leibler divergence; Borel set; Pure mathematics; Entropy (arrow of time); Uniqueness; Discrete mathematics; Statistics; Mathematical analysis","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":[0.002611381,0.0005318112,0.0007173365,0.004405761,0.00151692,0.003463158,0.001235623,0.001034853,0.003726817],"category_scores_gemma":[0.00486319,0.0004183597,0.0009482765,0.002104301,0.006415489,0.007458024,0.003652582,0.002778885,0.0003504174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001482166,"about_ca_system_score_gemma":0.0006135596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008038001,"about_ca_topic_score_gemma":0.0006058713,"domain_scores_codex":[0.9974629,0.0005398999,0.0001611623,0.0004898889,0.001040201,0.0003060239],"domain_scores_gemma":[0.9956771,0.002174797,0.0004266957,0.0005080032,0.0007587185,0.0004547089],"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":[0.000006250594,0.00000904424,0.0003942871,0.0000206499,0.00000648209,0.00003093615,0.0001614525,0.000553782,0.0007913901,0.995427,0.0001836013,0.002415054],"study_design_scores_gemma":[0.0000050026,0.00002942994,0.001157705,0.00001811795,0.00001153062,0.000158571,0.00007784118,0.00699687,0.0009362958,0.9857802,0.004806762,0.00002170247],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.166802,0.0019802,0.7717165,0.002366803,0.0002242188,0.0000542491,0.0005920202,0.00037404,0.05589],"genre_scores_gemma":[0.9460638,0.0005522307,0.04618921,0.0004852665,0.0004237416,0.000104352,0.0003554093,0.00009258815,0.005733391],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004405761,"threshold_uncertainty_score":0.01381046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005182343513983395,"score_gpt":0.2511451261321703,"score_spread":0.2459627826181869,"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."}}