{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002114787,0.0009621273,0.001040248,0.001176972,0.001093568,0.001960398,0.001171017,0.00157446,0.01365573],"category_scores_gemma":[0.01078052,0.0003990676,0.0008728731,0.001102888,0.001818632,0.003219675,0.002266513,0.002351098,0.002570416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001484081,"about_ca_system_score_gemma":0.001474191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009250503,"about_ca_topic_score_gemma":0.0007236424,"domain_scores_codex":[0.9983266,0.0006425545,0.0001180105,0.0002453826,0.0005035285,0.0001638215],"domain_scores_gemma":[0.9966525,0.001471466,0.0002046106,0.0005893495,0.0008467506,0.0002353035],"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":[0.0002920568,0.00003635598,0.0006064164,0.0002274632,0.00002714871,0.0001683298,0.0002809522,0.04892987,0.004078929,0.8720251,0.006454672,0.06687264],"study_design_scores_gemma":[0.00008638504,0.0003435932,0.0004304108,0.0001349947,0.00002183229,0.0004370488,0.0002137467,0.2722673,0.01106125,0.663655,0.05125493,0.00009365416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08697106,0.002961267,0.8672967,0.001151488,0.00087526,0.0002156899,0.0004606781,0.0008450515,0.03922277],"genre_scores_gemma":[0.6114767,0.002907997,0.3399146,0.001244855,0.0003569429,0.0007488772,0.0012713,0.0006157206,0.04146296],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01365573,"threshold_uncertainty_score":0.04568297,"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."}}