{"id":"W3037657365","doi":"","title":"The Complexity of Deciding Statistical Properties of Samplable Distributions.","year":2013,"lang":"en","type":"article","venue":"","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics; Independent and identically distributed random variables; Pairwise comparison; Completeness (order theory); Uncorrelated; Pairwise independence; Bounded function; Independence (probability theory); Distribution (mathematics); Joint probability distribution; Discrete mathematics; Combinatorics; Circuit complexity; Algorithm; Electronic circuit; Statistics; Random variable; 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":[0.0001935464,0.00004348759,0.00008623741,0.00001202513,0.0001387158,0.00005539908,0.0003600173,0.00001162973,0.00005647896],"category_scores_gemma":[0.0001829048,0.00002308686,0.00001929149,0.0001069451,0.0002648499,0.0001028415,0.0001360631,0.0000613243,0.00001908077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006359111,"about_ca_system_score_gemma":0.00002587794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202301,"about_ca_topic_score_gemma":0.00001025638,"domain_scores_codex":[0.9994248,0.00005640087,0.0001666807,0.00008808875,0.0001424897,0.000121544],"domain_scores_gemma":[0.9994453,0.0001418681,0.00005398824,0.0002209295,0.000107557,0.0000303742],"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":[0.000001172527,0.00002992174,0.0009337595,0.00001394789,0.000007619993,1.131896e-7,0.00007580638,0.00002800643,0.001744884,0.9710863,0.001443575,0.02463493],"study_design_scores_gemma":[0.0002378393,0.0001327362,0.03817735,0.00004361311,0.000005211512,0.000008077438,0.0001286925,0.8205981,0.04227554,0.09511805,0.003114875,0.0001599496],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02762521,0.00005776043,0.9695906,0.001218371,0.00006256509,0.00007373618,0.000004954842,0.00003351254,0.001333289],"genre_scores_gemma":[0.9026388,0.000003032871,0.0971066,0.00001206174,0.000007811926,0.0000047941,0.000001241673,0.000001315671,0.0002243745],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8759682,"threshold_uncertainty_score":0.1817528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04615993374536034,"score_gpt":0.2570457906200538,"score_spread":0.2108858568746935,"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."}}