{"id":"W4415434248","doi":"10.32996/jcsts.2025.7.10.42","title":"Unified Multi-Channel AI Orchestration Platform Architecture","year":2025,"lang":"","type":"article","venue":"Journal of Computer Science and Technology Studies","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Minnow Environmental (Canada)","funders":"","keywords":"Workflow; Enterprise information security architecture; Orchestration; Enterprise architecture; Context (archaeology); Service-oriented architecture; Architecture; Sherwood Applied Business Security Architecture; Enterprise architecture management; Key (lock)","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":[0.001295949,0.0005021162,0.0004188695,0.001087555,0.001095069,0.004535557,0.002372968,0.001147298,0.01019613],"category_scores_gemma":[0.001449067,0.0004462945,0.0005651499,0.001093127,0.0007508994,0.003179788,0.003160148,0.001589345,0.004605646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001986885,"about_ca_system_score_gemma":0.004176046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006225291,"about_ca_topic_score_gemma":0.005237977,"domain_scores_codex":[0.9986565,0.0001637405,0.0001179603,0.0002328412,0.0004822534,0.0003466046],"domain_scores_gemma":[0.9987983,0.00009070193,0.00007056837,0.0002832138,0.0004750103,0.0002823158],"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":[0.001186795,0.0005219303,0.00415582,0.0005186704,0.0001838197,0.00130199,0.001212904,0.1040733,0.04080847,0.4822597,0.1015455,0.2622311],"study_design_scores_gemma":[0.0001301313,0.0002317089,0.001269466,0.0001329443,0.00009878781,0.000573005,0.0002796117,0.6454908,0.02282347,0.05405099,0.2747577,0.0001613958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03068501,0.0005946656,0.829718,0.001460695,0.0006103357,0.0007450687,0.0007317885,0.03988908,0.09556538],"genre_scores_gemma":[0.613305,0.0006242215,0.3281926,0.001145611,0.0003042353,0.0008439508,0.002798358,0.001231875,0.05155417],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01019613,"threshold_uncertainty_score":0.03410941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02872255789026188,"score_gpt":0.2813042597074266,"score_spread":0.2525817018171647,"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."}}