{"id":"W2103255584","doi":"10.1145/1596519.1596520","title":"Generalized Halton sequences in 2008","year":2009,"lang":"en","type":"article","venue":"ACM Transactions on Modeling and Computer Simulation","topic":"Mathematical Approximation and Integration","field":"Mathematics","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Sobol sequence; Computer science; Sequence (biology); Algorithm; Theoretical computer science; Mathematics; Statistics; Monte Carlo method","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":[0.0001771106,0.0001151715,0.0001536183,0.000139465,0.00009572275,0.00005131702,0.00007669494,0.000073993,0.00003170479],"category_scores_gemma":[0.00002708239,0.00009914488,0.00004242737,0.0001339407,0.000009999421,0.0001855739,0.000001643387,0.0001256707,0.000005524724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002686268,"about_ca_system_score_gemma":0.000009702368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001157482,"about_ca_topic_score_gemma":0.00001041911,"domain_scores_codex":[0.9991803,0.00005128901,0.0003139361,0.0001907315,0.0001506194,0.0001131511],"domain_scores_gemma":[0.9995103,0.000155959,0.00004342739,0.000196533,0.00005373274,0.00004000519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002133718,0.0001286195,0.000001694502,0.00001488478,0.000004362042,4.442799e-7,0.0005464971,0.9097703,0.00002101613,0.028689,0.000008605251,0.0607933],"study_design_scores_gemma":[0.0002565297,0.00005677919,0.000008520872,0.00004044477,0.000005665589,0.000001308338,0.00001361679,0.6390109,0.0000592643,0.3604687,0.000008679493,0.00006957883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1950593,0.00001062962,0.8040047,0.0005082356,0.0000553851,0.0001472077,9.236285e-7,0.00007830891,0.0001352163],"genre_scores_gemma":[0.8022192,0.00001330722,0.1974468,0.000218595,0.00002904241,0.000006778734,0.000003746233,0.00000559517,0.00005693309],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6071599,"threshold_uncertainty_score":0.4043011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08529437444045551,"score_gpt":0.3364752737771421,"score_spread":0.2511808993366866,"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."}}