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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jian-Hua Ma

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Review Open access Sep 2026

Explainable Machine Learning in Mineral Prospectivity Mapping: A Critical Review of Methods, Geological Knowledge Embedding, Validation, and Future Directions

Mineral prospectivity mapping (MPM) increasingly integrates geological, geochemical, geophysical, remote-sensing, and structural evidence through machine-learning workflows. Predictive accuracy alone, however, does not establish that a prospectivity map is geologically credible or useful for exploration decisions. This...

Mei-Qu Lu, Lian-Fa Zhong, Wen-Qiang He et al. · 0 citations
Review Open access Aug 2026

Large language models for knowledge-centric scientific intelligence: methods, challenges, and lessons from geoscience

This review critically examines the emerging literature on geoscience-oriented LLMs (GeoLLMs), focusing on the tasks, construction strategies, evaluation needs, and unresolved challenges that distinguish them from generic LLM applications.

Jian-Hua Ma, Yong-Zhang Zhou, Luhao He et al. · 0 citations

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