Judicial Analytics and Historical Modeling Review. 2023Judicial prediction has progressed from feature-based court-outcome studies to neural and benchmark-driven legal language understanding. Yet many published evaluations still mix outcome identification, retrospective categorization, and prospective forecasting. This paper presents a chronology-scoped framework for historical judicial analysis that separates those settings and treats a prediction as valid only when all features, legal texts,
