{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003710024,0.0009220075,0.001348965,0.001894863,0.0006021084,0.004136843,0.000910027,0.001591633,0.007708292],"category_scores_gemma":[0.008690307,0.0006044149,0.00071159,0.00133015,0.003100952,0.004835285,0.003370961,0.001837508,0.0007679921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009101072,"about_ca_system_score_gemma":0.0020433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001227676,"about_ca_topic_score_gemma":0.001431882,"domain_scores_codex":[0.996633,0.002395957,0.0001248952,0.0002338669,0.00048981,0.0001224383],"domain_scores_gemma":[0.989792,0.008415212,0.0003927193,0.0007489807,0.0003361114,0.000314961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001338387,0.0001605615,0.001954844,0.0005483025,0.0002320013,0.0001413982,0.0003266588,0.06866174,0.0009266938,0.8522865,0.002194527,0.07243302],"study_design_scores_gemma":[0.00005789856,0.0001501537,0.001425305,0.0003127016,0.0001046319,0.000193447,0.0003286782,0.1402069,0.0005829785,0.8291563,0.02743829,0.00004257479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06789558,0.03451429,0.7101176,0.02044401,0.001253881,0.0001461284,0.0001901341,0.0006848742,0.1647536],"genre_scores_gemma":[0.8864376,0.01713786,0.08448017,0.0009493878,0.0008803443,0.0002024933,0.0001233067,0.00007652778,0.009712251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007708292,"threshold_uncertainty_score":0.02578676,"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."}}