Author

Zi-Ming Gao

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Open access Oct 2026

Digital Economy and Land-Use Carbon Emission Efficiency Under a Net Carbon-Balance Framework: Temporal Dynamics and Spatial Associations in the Yangtze River Delta, China

The digital economy has become an important force driving regional transformation and green development, yet existing evidence on its net carbon-balance effects on land-use carbon emission efficiency (LUCEE) remains limited. Using panel data for 41 cities in the Yangtze River Delta from 2002 to 2022, this study first c...

Jia-Yi Sun, Zi-Ming Gao, Xu-Fang Mu et al. · Land · 0 citations

Open access Sep 2026

Retrieval-augmented multi-agent framework for evidence-centric medical reasoning

Although large language models have shown great promise in the medical domain, they still face challenges in complex medical reasoning tasks, including hallucinations and inconsistent reasoning. To address these challenges, we propose MRER (multi-agent reasoning with evidence retrieval), a multi-agent retrieval and r...

Zi-Ming Gao, Wei Lu, Wan-Ting Zhu et al. · Scientific Reports · 0 citations