{"id":"W2600394393","doi":"10.1145/3129130","title":"Green Simulation","year":2017,"lang":"en","type":"article","venue":"ACM Transactions on Modeling and Computer Simulation","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Estimator; Stochastic simulation; Computer science; Weighting; Convergence (economics); Simulation modeling; Kriging; Mathematical optimization; Mean squared error; Applied mathematics; Mathematics; Statistics; Machine learning","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":[0.01590125,0.001078335,0.001473928,0.001697816,0.0006758468,0.002882233,0.003061016,0.0021767,0.01181907],"category_scores_gemma":[0.06019573,0.0006563231,0.001740468,0.001554994,0.002261421,0.003048859,0.003647995,0.002999825,0.001799655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001696567,"about_ca_system_score_gemma":0.002961433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001788214,"about_ca_topic_score_gemma":0.001835788,"domain_scores_codex":[0.9854088,0.0104134,0.0004483297,0.001213614,0.002117656,0.000398185],"domain_scores_gemma":[0.9518496,0.03304898,0.002089125,0.00929221,0.0028999,0.0008201559],"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":[0.0003143709,0.0002165522,0.003609873,0.0003534061,0.0002919475,0.0001214419,0.0002716253,0.4035965,0.001583417,0.5002635,0.007045384,0.08233213],"study_design_scores_gemma":[0.0001374817,0.0001809356,0.0004850565,0.0001078131,0.00006050761,0.00006293272,0.000045244,0.635896,0.001488907,0.3389654,0.02252531,0.00004450154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003901847,0.0002004212,0.9874922,0.000568325,0.000168202,0.0002423694,0.0002746046,0.0006003767,0.006551723],"genre_scores_gemma":[0.2233685,0.0006117046,0.7644337,0.001296793,0.0001930765,0.002685528,0.0008691074,0.0005942305,0.005947345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01590125,"threshold_uncertainty_score":0.08409488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06756534662439492,"score_gpt":0.2738244171083207,"score_spread":0.2062590704839258,"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."}}