{"input_url":"https://www.nature.com/articles/s42256-026-01277-x","gnews_decode":"https://www.nature.com/articles/s42256-026-01277-x","http_status":200,"final_url":"https://www.nature.com/articles/s42256-026-01277-x","html_length":324453,"trafilatura_result":"ok","text_length":8491,"text_preview":"Abstract\nDespite rapid advances in machine learning-driven electrolyte design, the robustness, transferability and applicability of existing models remain insufficiently explored. Yang et al. recently introduced a unified machine learning framework for electrolyte formulation design. The framework a","verdict":"OK"}