June 05, 2026 article Open access A Tutorial on Best Practices and Pitfalls in Applying Machine Learning to Environmental Research ACS Environmental Au DOI: 10.1021/acsenvironau.6c00025 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 2 References 2 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 Addressing the Data Scarcity Problem in Ecotoxicology via Small Data Machine Learning Methods 2025 Environmental Science & Technology article Environmental Science Environmental Toxicology and Ecotoxicology Open access 55 citations Application of Machine Learning in Nanotoxicology: A Critical Review and Perspective 2024 Environmental Science & Technology article Materials Science Machine Learning in Materials Science Open access 32 citations 2 results