{"id":"W4236304164","doi":"10.1007/978-1-4614-6170-8_100277","title":"Monte Carlo Algorithm","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Monte Carlo method; Algorithm; Computer science; Mathematics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006744969,0.000194381,0.0003262136,0.0002278829,0.00009875797,0.0001596082,0.0007004127,0.0002673959,0.009324595],"category_scores_gemma":[0.00009334467,0.0001384743,0.0002225257,0.00005910081,0.00006887482,0.00004575078,0.0001356589,0.0001772286,0.00474545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002594835,"about_ca_system_score_gemma":0.00003193487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002458042,"about_ca_topic_score_gemma":0.00001233069,"domain_scores_codex":[0.9977551,0.00001215904,0.000599564,0.0005195072,0.0009910353,0.0001226407],"domain_scores_gemma":[0.9976276,0.000501279,0.0002646782,0.001104295,0.000400326,0.0001018397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[3.695062e-7,0.00000169615,0.000002103439,3.225851e-7,0.000004412018,5.219815e-7,0.000006221131,0.00002056354,4.974388e-7,0.3614327,0.1548806,0.4836501],"study_design_scores_gemma":[0.00003492696,0.00001174337,0.000009752378,0.000005464648,0.000006368584,0.00000164134,0.000003166895,0.007733814,0.00001111444,0.2378749,0.7541712,0.0001359807],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001220478,0.00004967743,0.2275303,0.0004419712,0.00008842009,0.0001916766,0.00003217424,0.0001673267,0.7714972],"genre_scores_gemma":[0.001700624,0.00002287586,0.01775264,0.0006423719,0.0002406593,0.00001578129,0.000005132682,0.00002790831,0.979592],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5992906,"threshold_uncertainty_score":0.9960295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1305954094950169,"score_gpt":0.3951272681178317,"score_spread":0.2645318586228148,"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."}}