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01
The problem
Thousands of research records had to be assessed for real-world impact, a task too large to do by hand.
02
The constraint
Thousands of records had to be graded for real-world impact consistently, a volume too large to assess by hand.
03
The system
An impact-assessment pipeline over 9,166 research records with six fine-tuned classification models across five strategic impact areas, GPU-accelerated PDF layout detection, and Power BI dashboards.
FIG. 01 · SYSTEM FLOW · 4 NODES · 3 FLOWS
04
The outcome
9,166 records classified across five impact areas by six purpose-fit models, replacing manual assessment with a dashboarded pipeline.