{"id":"W3033563654","doi":"","title":"Validating Monte Carlo","year":2009,"lang":"en","type":"article","venue":"Acta Physica Polonica B","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Physics; Monte Carlo method; Statistical physics; Monte Carlo molecular modeling; Nuclear physics; Markov chain Monte Carlo; Statistics","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":[0.01803399,0.001249038,0.001282767,0.002363949,0.001777993,0.005212749,0.003591012,0.004630784,0.02173802],"category_scores_gemma":[0.1500553,0.001346076,0.00137921,0.001506909,0.002815638,0.004800907,0.003169097,0.003083642,0.005421471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00278236,"about_ca_system_score_gemma":0.007261502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00896136,"about_ca_topic_score_gemma":0.005924211,"domain_scores_codex":[0.9754994,0.01275204,0.001064693,0.002178257,0.00757105,0.0009344933],"domain_scores_gemma":[0.8864977,0.06732348,0.003221751,0.02874967,0.01319667,0.001010793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003274967,0.0002786965,0.007679637,0.0002502073,0.0002266607,0.000182783,0.000245815,0.6871904,0.001289759,0.2379748,0.008753449,0.05560043],"study_design_scores_gemma":[0.00007791587,0.00009186933,0.0007224133,0.0002141613,0.00005932735,0.00009209917,0.00008814697,0.8692982,0.004519133,0.1063577,0.01843143,0.00004746188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08226593,0.0006226798,0.8373582,0.002482012,0.001147325,0.0005056584,0.002457777,0.007108647,0.06605173],"genre_scores_gemma":[0.7052816,0.0004047262,0.2797603,0.0007931378,0.0001693689,0.0005801324,0.003079554,0.002080822,0.007850471],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02173802,"threshold_uncertainty_score":0.09537405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047311988454875,"score_gpt":0.4259410410175165,"score_spread":0.321209842172029,"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."}}