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A Python-based AI tool was developed to enhance the screening phase of systematic literature reviews by assigning semantic relevance scores (1–7) to studies using large language models (LLMs). Tested with ChatGPT, Gemini, and DeepSeek, the system’s outputs were compared to human evaluations from doctoral students and academics on 10 education-relat