{"id":"W2154775816","doi":"10.1016/s0920-5632(00)91829-2","title":"Perturbative two- and three-loop coefficients from large β Monte Carlo","year":2000,"lang":"en","type":"article","venue":"Nuclear Physics B - Proceedings Supplements","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"U.S. Department of Energy","keywords":"Monte Carlo method; Loop (graph theory); Statistical physics; Physics; Mathematics; Statistics; Combinatorics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002025155,0.0002853748,0.0003650676,0.00002761413,0.0002554662,0.0001536503,0.0002481468,0.00006081995,0.003165265],"category_scores_gemma":[0.0001812879,0.000258867,0.0000618081,0.0001719782,0.00009734034,0.0002296979,0.000151601,0.0002453074,0.0001290995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005220147,"about_ca_system_score_gemma":0.00001345336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001713585,"about_ca_topic_score_gemma":0.000005739921,"domain_scores_codex":[0.9982304,0.00001968865,0.0003310147,0.000486433,0.0004432755,0.0004891946],"domain_scores_gemma":[0.9991791,0.0002012502,0.0001224646,0.0001596621,0.0001651643,0.0001723953],"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":[0.0004573787,0.001679468,0.01551637,0.0002524144,0.0004598903,0.00001257829,0.01587882,0.000003168391,0.0033321,0.7172877,0.04613639,0.1989837],"study_design_scores_gemma":[0.005392832,0.0005554176,0.006825264,0.000291799,0.0002966831,0.00000439979,0.001710385,0.06722329,0.001365697,0.8894908,0.02568751,0.001155861],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98409,0.00001639958,0.002942695,0.0001147981,0.00007828176,0.0004588937,0.0008564738,0.0001202229,0.01132226],"genre_scores_gemma":[0.9334463,0.00002136442,0.06541367,0.0003358858,0.0001993763,0.00002378123,0.00001842596,0.00007858851,0.0004626429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1978278,"threshold_uncertainty_score":0.9999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04308985300559973,"score_gpt":0.3253758387942669,"score_spread":0.2822859857886671,"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."}}