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An initial retrieval of records from these databases was followed by systematic screening, including duplicate removal, relevance assessment, and application of inclusion and exclusion criteria, resulting in a final dataset of 88 publications for analysis. The objective is to evaluate the perceived innovativeness and value of digital libraries in enhancing academic research productivity, with particular attention to the integration of artificial intelligence and smart library systems. Advanced metrics such as Field-Weighted Citation Impact and visualization tools including VOSviewer were applied to the final curated dataset to assess publication trends, citation performance, and global collaboration networks. The analysis indicates a marked increase in research output after 2023, with high-impact contributions from regions including Pakistan, India, and Saudi Arabia. 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