{"id":"W4286841903","doi":"10.1007/978-3-031-10193-9","title":"Advances in Modeling and Simulation","year":2022,"lang":"en","type":"book","venue":"","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science","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":[0.0007344214,0.001618285,0.001519527,0.001826289,0.0005899966,0.003194632,0.0009937359,0.001191582,0.0646231],"category_scores_gemma":[0.002691773,0.0008238743,0.0008262628,0.002715118,0.0008809546,0.003573769,0.00175879,0.00258296,0.04294021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170867,"about_ca_system_score_gemma":0.001541958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002627994,"about_ca_topic_score_gemma":0.004041231,"domain_scores_codex":[0.9992369,0.0001399284,0.00002658959,0.00006732721,0.0005005192,0.00002866402],"domain_scores_gemma":[0.998971,0.0005901859,0.00002810671,0.0001483392,0.0002128186,0.00004958998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002117776,0.00004090905,0.0001229778,0.0003865982,0.00002763669,0.00005103532,0.0001047469,0.01202848,0.0007929829,0.1850129,0.4469263,0.3544842],"study_design_scores_gemma":[0.000003648036,0.0000131044,0.0001416196,0.0001700072,0.00001067844,0.00007146048,0.00002615054,0.0115966,0.0002558488,0.07758226,0.910117,0.00001175389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000802451,0.05032839,0.2147543,0.004160099,0.006150479,0.00009264617,0.000509949,0.002028662,0.721173],"genre_scores_gemma":[0.008278179,0.04121019,0.04886315,0.001361506,0.001765563,0.0001510155,0.0006547551,0.0009691541,0.8967465],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0646231,"threshold_uncertainty_score":0.2161858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1416331493675204,"score_gpt":0.4566913162338662,"score_spread":0.3150581668663458,"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."}}