{"id":"W4390277033","doi":"10.1016/j.spa.2023.104290","title":"Randomized empirical processes and confidence bands via virtual resampling","year":2023,"lang":"en","type":"article","venue":"Stochastic Processes and their Applications","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mathematics; Resampling; Empirical distribution function; Population; Combinatorics; Distribution (mathematics); Weak convergence; Random variable; Sequence (biology); Function (biology); Statistics; Finite set; Sampling distribution; Convergence (economics); Confidence interval; Discrete mathematics; Mathematical analysis; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006389519,0.0002137333,0.0004910292,0.0000907015,0.0003312184,0.0000966332,0.0001569786,0.00008080774,0.00002478787],"category_scores_gemma":[0.006297772,0.000150134,0.00002976638,0.0006943069,0.0004475622,0.00007451108,0.0001150074,0.0001497115,0.00001236076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007681145,"about_ca_system_score_gemma":0.0001512414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009280399,"about_ca_topic_score_gemma":0.000008413696,"domain_scores_codex":[0.9987258,0.0000545749,0.0003816311,0.0004123223,0.0001521262,0.0002735877],"domain_scores_gemma":[0.9889654,0.01022558,0.0001346119,0.0002113556,0.0003098925,0.0001531746],"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":[0.001324566,0.0001138257,0.00001271744,0.00174694,0.00009218436,9.974615e-7,0.003097723,0.000009752865,0.0003074023,0.9641693,0.0001929307,0.02893164],"study_design_scores_gemma":[0.005137429,0.00005315867,0.00001143623,0.0001267602,0.00006432437,0.00001588165,0.0006196159,0.007124053,0.0001393782,0.9863892,0.0001079205,0.0002108262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003640911,0.0004524353,0.9939081,0.0004575539,0.00002307574,0.0008237953,0.00005974047,0.0002121312,0.000422276],"genre_scores_gemma":[0.9782785,0.0001119571,0.01970288,0.0001090829,0.0001023315,0.001526485,0.00001570971,0.00002915067,0.0001239611],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9746375,"threshold_uncertainty_score":0.7539476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09553976296702268,"score_gpt":0.3911768771876944,"score_spread":0.2956371142206717,"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."}}