Unsupervised Classification of Binary SMBH Candidates in Gaia DR3: A Machine Learning Approach to Astrometric Jitter and Cluster-Based Candidate Identification. AAJ. 2025;5(1):1246-1257. doi:10.61359/11.2106-2539