{"id":"W4319917400","doi":"10.1007/978-3-031-23149-0","title":"Simulation and Modeling Methodologies, Technologies and Applications","year":2023,"lang":"en","type":"book","venue":"Lecture notes in networks and systems","topic":"Modeling and Simulation Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"University of Texas at El Paso; International Institute for Applied Systems Analysis; Universidade do Porto; Università degli Studi dell'Aquila; Università di Bologna; Bulgarian Academy of Sciences; Kanagawa University; Atilim Üniversitesi; Instituto Politécnico de Viseu; Norges Teknisk-Naturvitenskapelige Universitet; Vysoké Učení Technické v Brně; Universiteit Gent; Vrije Universiteit Amsterdam; Institute of Information Science, Academia Sinica; Academia Sinica; University of Leeds; Universidad Nacional de Educación a Distancia; Universidad de Burgos; Georgia State University; Tomas Bata University in Zlin; University of Chemical Technology and Metallurgy; RWTH Aachen University; Indian National Science Academy","keywords":"Computer science; Set (abstract data type); Best practice; Data science; Management science; Engineering; Programming language; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00102119,0.0003057688,0.0005866463,0.0003077961,0.0001805279,0.0003805141,0.0002768124,0.0008131913,1.206997e-7],"category_scores_gemma":[0.0001798344,0.0002606354,0.00003425117,0.0002596556,0.00006536898,0.0001163707,0.0003021561,0.0004849178,9.484967e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005807069,"about_ca_system_score_gemma":0.00004324095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005303628,"about_ca_topic_score_gemma":0.0000410021,"domain_scores_codex":[0.9980995,0.000156329,0.0005385025,0.000741447,0.000195778,0.0002684451],"domain_scores_gemma":[0.9967282,0.002416538,0.0002061882,0.0005128408,0.00008912913,0.00004711491],"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":[0.000001884853,0.000001315254,0.00006674707,0.0001412909,0.00001550045,0.000002133728,0.0001323066,0.9217412,5.266459e-7,0.005173827,0.0000174475,0.07270581],"study_design_scores_gemma":[0.0001250612,0.00001785283,0.000003855613,0.0003381214,0.00001158112,0.00001015048,0.00002201527,0.9599161,1.127193e-7,0.03751598,0.001783208,0.000255971],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00004590576,0.0302993,0.9675696,0.00009074672,0.0003347833,0.0007193048,0.000004453074,0.0005722135,0.0003636565],"genre_scores_gemma":[0.9837863,0.00224048,0.009680404,0.00004884495,0.0005624195,0.000224066,0.00003927331,0.0000605032,0.003357704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9837404,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09892308095757339,"score_gpt":0.3262091461614526,"score_spread":0.2272860652038792,"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."}}