Researchers cannot reliably reproduce Google Scholar search results for academic citations

Academics and researchers conducting literature reviews face non-deterministic Google Scholar results that change between searches, making it impossible to verify citations, reproduce research methodology, or create consistent bibliographies. Current solutions like manual documentation and alternative databases are time-consuming and incomplete, forcing researchers to waste hours re-verifying sources or questioning the validity of their own research.