{"id":"W7125592912","doi":"10.1109/cascon66301.2025.00107","title":"Towards Scenario-Driven Reference Architecture for Integrating Microservices and LLM-Based Multi-Agent Systems","year":2025,"lang":"","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Microservices; Modularity (biology); Architectural style; Software architecture; Software; Reference model; Architecture; Core (optical fiber); Architectural pattern","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001207434,0.0006357786,0.0008447382,0.000324708,0.0008358114,0.001170039,0.001449207,0.0004583113,0.00001153163],"category_scores_gemma":[0.000192533,0.0004641787,0.0002224137,0.0007936047,0.0002477109,0.0003786816,0.0006288897,0.0005280724,0.00001474472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340447,"about_ca_system_score_gemma":0.001040438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002414956,"about_ca_topic_score_gemma":0.000895024,"domain_scores_codex":[0.9958617,0.0002811016,0.001149081,0.001491954,0.0003874032,0.0008287613],"domain_scores_gemma":[0.9969409,0.0004841684,0.0003698394,0.001254234,0.0007163602,0.000234493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006425426,0.002361358,0.1014726,0.05322505,0.0008867138,0.00002475701,0.01841902,0.03901989,0.008304334,0.02013907,0.002783844,0.7527208],"study_design_scores_gemma":[0.002064067,0.0004573049,0.005780676,0.00304899,0.00007775806,0.00001065422,0.0008474543,0.9723325,0.002294844,0.0001373236,0.01231339,0.0006350415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06453605,0.00352806,0.9237422,0.001858538,0.002914629,0.002510795,0.00006226828,0.0002877556,0.0005596414],"genre_scores_gemma":[0.8816898,0.00007407771,0.1159618,0.0008142733,0.0001084858,0.0002679988,0.00001565119,0.00002023222,0.001047705],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9333126,"threshold_uncertainty_score":0.9998668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571038815672991,"score_gpt":0.2907406532658692,"score_spread":0.2650302651091393,"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."}}