{"id":"W2091279175","doi":"10.4018/ijats.2014040104","title":"Towards a New Approach for Controlling the Reorganization Process of Multi-Agent Systems","year":2014,"lang":"en","type":"article","venue":"International Journal of Agent Technologies and Systems","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Computer science; Process (computing); Consistency (knowledge bases); Adaptation (eye); Distributed computing; Order (exchange); Abstract process; Multi-agent system; Software engineering; Work in process; Process management; Artificial intelligence; Programming language","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":[0.001220081,0.0001078426,0.0002790957,0.0001684265,0.00004547984,0.0001374134,0.001225951,0.00008213937,1.057275e-7],"category_scores_gemma":[0.002266014,0.00006706599,0.00006198252,0.0001431704,0.00005036727,0.000216658,0.0001334577,0.0001213929,1.770065e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005979549,"about_ca_system_score_gemma":0.00005080221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001296622,"about_ca_topic_score_gemma":2.17115e-7,"domain_scores_codex":[0.9987998,0.00006672797,0.0005164298,0.0001475747,0.0003515531,0.0001179124],"domain_scores_gemma":[0.9981104,0.0003670984,0.0006298092,0.0002038114,0.0006646493,0.00002426544],"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":[0.00003692806,0.00005228585,0.0003282474,0.0001998419,0.0002588785,0.000004020044,0.0008711875,0.8774915,0.00195371,0.05050895,0.0002501472,0.06804427],"study_design_scores_gemma":[0.001532667,0.000273651,0.0001968797,0.0003563229,0.00003308042,0.0003352607,0.004176348,0.9815368,0.003831884,0.004634247,0.002883361,0.0002094862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003547518,0.002415797,0.9916193,0.0004977992,0.001489201,0.0002755692,0.000002626992,0.0001401593,0.00001204149],"genre_scores_gemma":[0.8018081,0.0001833318,0.19782,0.000008588777,0.0001153453,0.00001408898,7.383624e-7,0.000007563307,0.00004219731],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7982606,"threshold_uncertainty_score":0.2734872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05399928732573726,"score_gpt":0.3093249988070068,"score_spread":0.2553257114812695,"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."}}