{"id":"W1991859312","doi":"10.1016/j.eswa.2011.06.038","title":"Synergies of simulation, agents, and systems engineering","year":2011,"lang":"en","type":"article","venue":"Expert Systems with Applications","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Systems engineering; Software engineering; Artificial intelligence; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0005017373,0.0001466297,0.0002817124,0.0002391295,0.0001482565,0.0001000264,0.0003688624,0.0000748821,0.00003765185],"category_scores_gemma":[0.00008903512,0.000107038,0.00003780277,0.0007207604,0.00008306017,0.000205601,0.00005451146,0.00005736381,0.00003000693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002203071,"about_ca_system_score_gemma":0.00002706989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002615074,"about_ca_topic_score_gemma":0.000002279531,"domain_scores_codex":[0.9981801,0.00004306735,0.000716006,0.0003815737,0.0005263823,0.0001528984],"domain_scores_gemma":[0.9977476,0.0004999356,0.0003386964,0.0008129714,0.0004910472,0.0001097733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003607459,0.0002910062,0.01939965,0.0001094459,0.0001211758,0.000001550378,0.005579988,0.3582028,0.002262264,0.6029857,0.005778533,0.005231731],"study_design_scores_gemma":[0.000420915,0.00009055735,0.01213684,0.0001128002,0.00002655548,0.00002600278,0.003937233,0.5373714,0.001071356,0.001280217,0.4430497,0.0004764287],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01447223,0.001045439,0.9784443,0.00005507301,0.00007441728,0.001505175,0.00003090625,0.0002246504,0.004147762],"genre_scores_gemma":[0.9931651,0.00002309726,0.004679298,0.0000173817,0.00007051968,0.001451713,0.000006327318,0.0000204412,0.0005660689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9786929,"threshold_uncertainty_score":0.4364882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.123890754205022,"score_gpt":0.3637539520347584,"score_spread":0.2398631978297363,"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."}}