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Pulp mill effluents, particularly from\n                    <jats:italic>Eucalyptus<\/jats:italic>\n                    bleached kraft pulp mills, contain phosphorus concentrations that vary with operational conditions. This variability poses challenges for effective treatment and phosphorus removal. However, uncontrolled release of phosphorus-rich wastewaters causes eutrophication. This study focuses on optimizing phosphorus removal from such effluents using cobalt ferrite nanoparticles, with an emphasis on process optimization to address this variability. Minimizing phosphorus concentrations is crucial in wastewater engineering and surface water management. By employing design of experiments and response surface methodology, we aim to fine-tune the phosphorous removal process and pinpoint the key factors with the most significant impact. Optimal conditions for achieving over 90% removal from an effluent with 5\u00a0mg P\/L were identified as a sorbent dose greater than 1.3\u00a0g\/L and a pH range between 5 and 7, all within a contact time of only 15\u00a0min. For a contact time of 1 and 24\u00a0h, the conditions adjust to a sorbent dose greater than 0.97 and 0.83\u00a0g\/L, respectively, with the pH range remaining the same. Our results highlight the effectiveness of cobalt ferrite nanoparticles as sorbents in the removal of phosphorus for water treatment purposes. This approach presents a sustainable and proficient strategy for phosphorus recovery from pulp mill effluents, thereby lessening environmental repercussions and offering a valuable resource for future use. This contributes to the maintenance of water quality and ecosystem preservation.\n                  <\/jats:p>","DOI":"10.1007\/s11356-025-36152-6","type":"journal-article","created":{"date-parts":[[2025,2,27]],"date-time":"2025-02-27T19:24:28Z","timestamp":1740684268000},"page":"6804-6816","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":20,"title":["Application of Box-Behnken design to optimize the phosphorus removal from industrial wastewaters using magnetic nanoparticles"],"prefix":"10.1007","volume":"32","author":[{"given":"Celso E. 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