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Dr. Amita Garg, Ravi Ranjan

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Review Open access Aug 2026

The Future of Research with AI: A Study of Innovation, Efficiency and Responsible Use

It is argued that disclosure statements alone are an insufficient governance response, and the Innovation–Efficiency–Responsibility (IER) framework is proposed, comprising three pillars, twelve operational levers and a five-level institutional maturity scale.

Ritesh Kandari, Dr. Vinod Kumar Kanakapura Channan, Dr. Amita Garg, Ravi Ranjan · International Journal of Adv... · 0 citations