{"id":"W1823185101","doi":"10.1007/978-3-642-56046-0_22","title":"Quasi-Regression and the Relative Importance of the ANOVA Components of a Function","year":2002,"lang":"en","type":"book-chapter","venue":"","topic":"Mathematical Approximation and Integration","field":"Mathematics","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Monte Carlo method; Variance (accounting); Mathematics; Quasi-Monte Carlo method; Monte Carlo integration; Applied mathematics; Function (biology); Analysis of variance; Regression analysis; Statistics; Regression; Econometrics; Hybrid Monte Carlo; Markov chain Monte Carlo","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003600347,0.0001915357,0.0004511805,0.00004288287,0.00006075183,0.000008015614,0.0001323872,0.0001833957,0.001356698],"category_scores_gemma":[0.0002791308,0.0000774642,0.0001779116,0.00003578421,0.0003436106,0.00006627906,0.00006526896,0.0002425023,0.000009398239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001837627,"about_ca_system_score_gemma":0.000009419168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004983446,"about_ca_topic_score_gemma":0.000009521583,"domain_scores_codex":[0.9986678,0.00005275496,0.0006763091,0.0001470646,0.0003902913,0.00006576748],"domain_scores_gemma":[0.9978649,0.000573346,0.0009769098,0.0003958786,0.0001686311,0.00002030751],"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":[0.00004717569,0.00006080427,0.000009623905,0.000223133,0.0000577898,6.010573e-8,0.0003853788,2.392024e-8,0.00002940926,0.9970136,0.00183362,0.0003394216],"study_design_scores_gemma":[0.0005504666,0.00005808091,0.00003723018,0.0007184045,0.000130161,0.000003094125,0.0000419703,0.002461084,0.0001668923,0.9940152,0.001729781,0.00008767971],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001598188,0.0001727364,0.0153948,0.000681734,0.0001016151,0.001005651,0.00001616754,0.00002629955,0.9810028],"genre_scores_gemma":[0.07921497,0.0001541929,0.009616063,0.0001972477,0.00005696199,0.00002749385,0.00001994108,0.00005886108,0.9106542],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07761678,"threshold_uncertainty_score":0.9995562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06896326735752921,"score_gpt":0.276700553866035,"score_spread":0.2077372865085058,"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."}}