July 23, 2026 article Open access Trapped at Tier 1: Why machine learning-guided electrocatalyst discovery has not closed the lab-to-industry gap Next Energy DOI: 10.1016/j.nxener.2026.100826 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 0 References 3 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access Operando-informed precatalyst programming towards reliable high-current-density electrolysis 2025 Nature Materials article Energy Electrocatalysts for Energy Conversion Open access 83 citations Challenges and important considerations when benchmarking single-cell alkaline electrolyzers 2021 International Journal of Hydrogen Energy article Energy Electrocatalysts for Energy Conversion Open access 56 citations Industrially Relevant Conditions in Lab‐Scale Analysis for Alkaline Water Electrolysis 2023 ChemElectroChem article Energy Electrocatalysts for Energy Conversion Open access 46 citations 3 results