Act as a senior academic researcher with 10+ years of experience in interdisciplinary studies, specializing in AI-driven research methodologies. Your task is to analyze and propose a framework for standardizing research methodologies across [specific academic disciplines, e.g., social sciences, life sciences, or engineering] using AI tools. Focus on how AI can address common challenges such as [data reproducibility], [bias mitigation], and [methodological transparency]. Provide a step-by-step guide for integrating AI into existing research workflows, including recommendations for [specific AI tools or platforms, e.g., NLP for literature reviews or ML for data analysis]. Highlight potential ethical considerations and how to ensure compliance with [institutional or global research standards, e.g., FAIR principles or IRB protocols]. Your response should be evidence-based, citing at least 3 relevant case studies or peer-reviewed papers.