{"id":"W2313674309","doi":"10.5705/ss.2013.322t","title":"Robust sampling designs for a possibly misspecified stochastic process","year":2014,"lang":"en","type":"article","venue":"Statistica Sinica","topic":"Optimal Experimental Design Methods","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Sampling (signal processing); Process (computing); Econometrics; Statistics; Mathematics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004923705,0.000291202,0.0005946619,0.0002235365,0.0003616813,0.0004819268,0.001039783,0.0001169224,0.0007255664],"category_scores_gemma":[0.03365612,0.0002364489,0.0001433944,0.0006170864,0.0003013194,0.0002292281,0.000098109,0.0001810485,0.0003132059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006534148,"about_ca_system_score_gemma":0.0001908213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006796243,"about_ca_topic_score_gemma":0.000004170663,"domain_scores_codex":[0.995627,0.0005209262,0.00106593,0.001003307,0.00117844,0.0006043807],"domain_scores_gemma":[0.9783534,0.01956356,0.0003657805,0.0007851152,0.0005858775,0.0003462882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003215898,0.001022963,0.000175663,0.0001498373,0.0001727881,0.00001754417,0.004437647,0.04154073,0.04299361,0.4150612,0.04045795,0.4507541],"study_design_scores_gemma":[0.002733324,0.001925831,0.001973187,0.000103902,0.0001037051,0.00002979892,0.001691347,0.2904867,0.003231364,0.6861724,0.01043645,0.001112043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001258805,0.0000594652,0.9904249,0.0002979887,0.0004584276,0.0007290292,0.000175811,0.00009847277,0.006497054],"genre_scores_gemma":[0.3656778,6.56477e-7,0.633086,0.000245681,0.0001493876,0.00009991457,0.0000111791,0.00003806645,0.0006913887],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4496421,"threshold_uncertainty_score":0.9744838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5440202437885654,"score_gpt":0.5280115648360327,"score_spread":0.01600867895253266,"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."}}