July 22, 2026 article Using machine learning models to estimate ecotoxicity effect factors for various nanomaterials in life cycle assessment Journal of Hazardous Materials DOI: 10.1016/j.jhazmat.2026.143071 OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 0 References 5 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 Rethinking Nano‐TiO 2 Safety: Overview of Toxic Effects in Humans and Aquatic Animals 2020 Small article Materials Science Nanoparticles: synthesis and applications Open access 201 citations Using Machine Learning to Predict Adverse Effects of Metallic Nanomaterials to Various Aquatic Organisms 2023 Environmental Science & Technology article Environmental Science Environmental Toxicology and Ecotoxicology Open access cited by 1 patent 92 citations Machine learning-driven QSAR models for predicting the mixture toxicity of nanoparticles 2023 Environment International article Materials Science Nanoparticles: synthesis and applications Open access 88 citations 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 Predicting the dissolution of metal-based nanoparticles by means of QSPRs and the effect of data augmentation 2025 NanoImpact article Materials Science Machine Learning in Materials Science Open access 13 citations 5 results