Sharma, P. (2026) “Detection Confidence as the Authorization Gate: Integrating the Detection Lifecycle Codex and Agentic Security Governance Framework into a Closed-Loop Autonomous SOC Architecture”, International Journal of Artificial Intelligence, Data Science, and Machine Learning, 7(3), pp. 83–94. doi:10.63282/3050-9262.IJAIDSML-V7I3P111.