{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,18]],"date-time":"2026-10-18T12:04:29Z","timestamp":1792325069295,"version":"4.4.0"},"reference-count":45,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2026,11,1]],"date-time":"2026-11-01T00:00:00Z","timestamp":1793491200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2026,11,1]],"date-time":"2026-11-01T00:00:00Z","timestamp":1793491200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"}],"funder":[{"DOI":"10.13039\/501100002367","name":"Chinese Academy of Sciences","doi-asserted-by":"publisher","award":["XDB0750200"],"award-info":[{"award-number":["XDB0750200"]}],"id":[{"id":"10.13039\/501100002367","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["22225605"],"award-info":[{"award-number":["22225605"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2023YFC3706600"],"award-info":[{"award-number":["2023YFC3706600"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Journal of Environmental Sciences"],"published-print":{"date-parts":[[2026,11]]},"DOI":"10.1016\/j.jes.2026.03.017","type":"journal-article","created":{"date-parts":[[2026,3,7]],"date-time":"2026-03-07T08:01:46Z","timestamp":1772870506000},"page":"618-626","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":4,"special_numbering":"C","title":["Predicting multi-heavy-metal adsorption on bimetallic zeolitic imidazolate frameworks via interpretable machine learning: From latin hypercube design to web implementation"],"prefix":"10.1016","volume":"169","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2065-2041","authenticated-orcid":false,"given":"Le","family":"Tao","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2846-6614","authenticated-orcid":false,"given":"Chunyang","family":"Liao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Guibin","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"78","reference":[{"key":"10.1016\/j.jes.2026.03.017_bib0001","article-title":"MOF based coated adsorption system for water desalination and cooling integrated with pre-treatment unit","volume":"56","author":"Albaik","year":"2023","journal-title":"Sustain. Energy Technol. Assess."},{"key":"10.1016\/j.jes.2026.03.017_bib0002","first-page":"27","article-title":"Preliminary assessment of heavy metals in water and sediment of Karnaphuli River, Bangladesh","volume":"5","author":"Ali","year":"2016","journal-title":"Environ. Nanotechnol. Monit. Manage."},{"key":"10.1016\/j.jes.2026.03.017_bib0003","doi-asserted-by":"crossref","first-page":"1811","DOI":"10.1007\/s10311-023-01566-6","article-title":"Bimetallic adsorbents for wastewater treatment: a review","volume":"21","author":"Aryee","year":"2023","journal-title":"Environ. Chem. Lett."},{"key":"10.1016\/j.jes.2026.03.017_bib0004","doi-asserted-by":"crossref","first-page":"1578","DOI":"10.1016\/j.biortech.2007.04.007","article-title":"Heavy metals (Cd, Pb, Zn, Ni, Cu and Cr(III)) removal from water in Malaysia: post treatment by high quality limestone","volume":"99","author":"Aziz","year":"2008","journal-title":"Bioresour. Technol."},{"key":"10.1016\/j.jes.2026.03.017_bib0005","doi-asserted-by":"crossref","first-page":"361","DOI":"10.1016\/j.arabjc.2010.07.019","article-title":"New trends in removing heavy metals from industrial wastewater","volume":"4","author":"Barakat","year":"2011","journal-title":"Arab. J. Chem."},{"key":"10.1016\/j.jes.2026.03.017_bib0006","doi-asserted-by":"crossref","DOI":"10.1016\/j.heliyon.2020.e04691","article-title":"Heavy metal pollution in the environment and their toxicological effects on humans","volume":"6","author":"Briffa","year":"2020","journal-title":"Heliyon."},{"key":"10.1016\/j.jes.2026.03.017_bib0007","doi-asserted-by":"crossref","first-page":"9365","DOI":"10.1039\/D3RA08815D","article-title":"Design and application of metal organic frameworks for heavy metals adsorption in water: a review","volume":"14","author":"Essalmi","year":"2024","journal-title":"RSC Adv."},{"key":"10.1016\/j.jes.2026.03.017_bib0008","doi-asserted-by":"crossref","DOI":"10.1016\/j.enconman.2025.120272","article-title":"Machine learning optimized adsorption heat transformations from adsorbents screening to enhanced performances","volume":"344","author":"Han","year":"2025","journal-title":"Energy Convers. Manage"},{"key":"10.1016\/j.jes.2026.03.017_bib0009","doi-asserted-by":"crossref","first-page":"17635","DOI":"10.1021\/acssuschemeng.5c07854","article-title":"Enhancing cooling and atmospheric water harvesting via Zeolite-MOF composites: experimental and thermodynamic evaluation of MIL-160 (Al) and AFI-Type zeolite hybrid adsorbents","volume":"13","author":"Han","year":"2025","journal-title":"ACS Sustain. Chem. Eng."},{"key":"10.1016\/j.jes.2026.03.017_bib0010","doi-asserted-by":"crossref","DOI":"10.1016\/j.jclepro.2025.145528","article-title":"From electronic wastes to efficient and specific filtration membranes: a photovoltaic upcycling case enabling silver urban mining","volume":"505","author":"Han","year":"2025","journal-title":"J. Clean. Prod."},{"key":"10.1016\/j.jes.2026.03.017_bib0011","doi-asserted-by":"crossref","DOI":"10.1155\/2020\/9010348","article-title":"Progress in the research of the toxicity effect mechanisms of heavy metals on freshwater organisms and their water quality criteria in China","volume":"2020","author":"Hong","year":"2020","journal-title":"J. Chem."},{"key":"10.1016\/j.jes.2026.03.017_bib0012","doi-asserted-by":"crossref","first-page":"6138","DOI":"10.1021\/acs.langmuir.3c03193","article-title":"Zeta potential and size analysis of zeolitic imidazolate framework-8 nanocrystals prepared by surfactant-assisted synthesis","volume":"40","author":"Jongert","year":"2024","journal-title":"Langmuir"},{"key":"10.1016\/j.jes.2026.03.017_bib0013","doi-asserted-by":"crossref","first-page":"20168","DOI":"10.1039\/D5RA03056K","article-title":"Removal of pharmaceutical residues from aquatic systems using bimetallic metal\u2013organic frameworks (BMOFs): a critical review","volume":"15","author":"Kayani","year":"2025","journal-title":"RSC Adv."},{"key":"10.1016\/j.jes.2026.03.017_bib0014","doi-asserted-by":"crossref","first-page":"35756","DOI":"10.1039\/D5RA06296A","article-title":"Heavy metal pollution in aquatic environments and removal using highly efficient bimetallic metal\u2013organic framework adsorbents","volume":"15","author":"Kayani","year":"2025","journal-title":"RSC Adv."},{"key":"10.1016\/j.jes.2026.03.017_bib0015","doi-asserted-by":"crossref","first-page":"462","DOI":"10.1016\/S0140-6736(17)32345-0","article-title":"The lancet commission on pollution and health","volume":"391","author":"Landrigan","year":"2018","journal-title":"The Lancet"},{"key":"10.1016\/j.jes.2026.03.017_bib0016","doi-asserted-by":"crossref","first-page":"896","DOI":"10.1016\/j.jclepro.2018.09.050","article-title":"Decoration of ZIF-8 on polypyrrole nanotubes for highly efficient and selective capture of U(VI)","volume":"204","author":"Li","year":"2018","journal-title":"J. Clean. Prod."},{"key":"10.1016\/j.jes.2026.03.017_bib0017","doi-asserted-by":"crossref","DOI":"10.1016\/j.scitotenv.2022.159554","article-title":"Water quality criteria and ecological risk assessment of lead (Pb) in China considering the total hardness of surface water: a national-scale study","volume":"858","author":"Liang","year":"2023","journal-title":"Sci. Total Environ."},{"key":"10.1016\/j.jes.2026.03.017_bib0018","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1016\/j.cej.2016.08.067","article-title":"Biogenic reductive preparation of magnetic inverse spinel iron oxide nanoparticles for the adsorption removal of heavy metals","volume":"307","author":"Lingamdinne","year":"2017","journal-title":"Chem. Eng. J."},{"key":"10.1016\/j.jes.2026.03.017_bib0019","first-page":"8","article-title":"Classification of lake waters upon the basis of hardness","volume":"13","author":"Moyle","year":"1945","journal-title":"J. Minn. Acad. Sci."},{"key":"10.1016\/j.jes.2026.03.017_bib0020","doi-asserted-by":"crossref","first-page":"71","DOI":"10.1038\/s41569-024-01068-0","article-title":"Soil and water pollution and cardiovascular disease","volume":"22","author":"M\u00fcnzel","year":"2025","journal-title":"Nat. Rev. Cardiol."},{"key":"10.1016\/j.jes.2026.03.017_bib0021","doi-asserted-by":"crossref","first-page":"33292","DOI":"10.1039\/C4RA03593C","article-title":"Aqueous room temperature synthesis of zeolitic imidazole framework 8 (ZIF-8) with various concentrations of triethylamine","volume":"4","author":"Nordin","year":"2014","journal-title":"RSC Adv."},{"key":"10.1016\/j.jes.2026.03.017_bib0022","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1038\/s41467-017-02600-2","article-title":"A versatile MOF-based trap for heavy metal ion capture and dispersion","volume":"9","author":"Peng","year":"2018","journal-title":"Nat. Commun."},{"key":"10.1016\/j.jes.2026.03.017_bib0023","doi-asserted-by":"crossref","first-page":"443","DOI":"10.1007\/s10661-016-5454-5","article-title":"Surface water pH variations and trends in China from 2004 to 2014","volume":"188","author":"Qiao","year":"2016","journal-title":"Environ. Monit. Assess."},{"key":"10.1016\/j.jes.2026.03.017_bib0024","doi-asserted-by":"crossref","first-page":"377","DOI":"10.1039\/B811942B","article-title":"Quantification of humic acids in surface water: effects of divalent cations, pH, and filtration","volume":"11","author":"Rodrigues","year":"2009","journal-title":"J. Environ. Monit."},{"key":"10.1016\/j.jes.2026.03.017_bib0025","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1111\/j.1747-6593.2009.00205.x","article-title":"Characterization of aquatic humic substances","volume":"25","author":"Rodr\u00edguez","year":"2011","journal-title":"Water Environ. J."},{"key":"10.1016\/j.jes.2026.03.017_bib0026","doi-asserted-by":"crossref","first-page":"4568","DOI":"10.1021\/acs.jctc.2c00798","article-title":"Two-dimensional energy histograms as features for machine learning to predict adsorption in diverse nanoporous materials","volume":"19","author":"Shi","year":"2023","journal-title":"J. Chem. Theory. Comput."},{"key":"10.1016\/j.jes.2026.03.017_bib0027","series-title":"The toxicity of environmental pollutants","first-page":"1","article-title":"Heavy metal contamination of water and their toxic effect on living organisms","author":"Singh","year":"2022"},{"key":"10.1016\/j.jes.2026.03.017_bib0028","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1016\/j.jhydrol.2005.01.021","article-title":"Studies on distribution and fractionation of heavy metals in Gomti river sediments\u2014a tributary of the Ganges, India","volume":"312","author":"Singh","year":"2005","journal-title":"J. Hydrol."},{"key":"10.1016\/j.jes.2026.03.017_bib0029","series-title":"Nano-enabled technologies for water remediation","first-page":"515","article-title":"Cost-effective adsorbents","author":"Sonker","year":"2022"},{"key":"10.1016\/j.jes.2026.03.017_bib0030","series-title":"Molecular, clinical and environmental toxicology","first-page":"133","article-title":"Heavy metal toxicity and the environment","author":"Tchounwou","year":"2012"},{"key":"10.1016\/j.jes.2026.03.017_bib0031","doi-asserted-by":"crossref","DOI":"10.1016\/j.cej.2021.128923","article-title":"Facile preparation of magnetic Zr-MOF for adsorption of Pb(II) and Cr(VI) from water: adsorption characteristics and mechanisms","volume":"415","author":"Wang","year":"2021","journal-title":"Chem. Eng. J."},{"key":"10.1016\/j.jes.2026.03.017_bib0032","doi-asserted-by":"crossref","DOI":"10.1016\/j.jhazmat.2024.134629","article-title":"Prediction of adsorption performance of ZIF-67 for malachite green based on artificial neural network using l-BFGS algorithm","volume":"473","author":"Wang","year":"2024","journal-title":"J. Hazard. Mater."},{"issue":"2","key":"10.1016\/j.jes.2026.03.017_bib0033","article-title":"Overview assessment of risk evaluation and treatment technologies for heavy metal pollution of water and soil","volume":"379","author":"Wang","year":"2022","journal-title":"J. Clean. Prod."},{"key":"10.1016\/j.jes.2026.03.017_bib0034","doi-asserted-by":"crossref","DOI":"10.1016\/j.ccr.2020.213709","article-title":"Supramolecular control of MOF pore properties for the tailored guest adsorption\/separation applications","volume":"434","author":"Wu","year":"2021","journal-title":"Coord. Chem. Rev."},{"key":"10.1016\/j.jes.2026.03.017_bib0035","doi-asserted-by":"crossref","first-page":"1105","DOI":"10.1039\/C3NR04390H","article-title":"Amino acid assisted templating synthesis of hierarchical zeolitic imidazolate framework-8 for efficient arsenate removal","volume":"6","author":"Wu","year":"2013","journal-title":"Nanoscale"},{"key":"10.1016\/j.jes.2026.03.017_bib0036","doi-asserted-by":"crossref","first-page":"5034","DOI":"10.1021\/ja5131403","article-title":"Tunable rare earth fcu-MOF platform: access to adsorption kinetics driven gas\/vapor separations via pore size contraction","volume":"137","author":"Xue","year":"2015","journal-title":"J. Am. Chem. Soc."},{"key":"10.1016\/j.jes.2026.03.017_bib0037","doi-asserted-by":"crossref","first-page":"10889","DOI":"10.1002\/anie.201504242","article-title":"Hollow Zn\/Co ZIF particles derived from core\u2013shell ZIF-67@ZIF-8 as selective catalyst for the semi-hydrogenation of acetylene","volume":"54","author":"Yang","year":"2015","journal-title":"Angew. Chem. Int. Ed."},{"key":"10.1016\/j.jes.2026.03.017_bib0038","doi-asserted-by":"crossref","DOI":"10.1016\/j.jssc.2023.124217","article-title":"Study on the adsorption performance of ZIF-8 on heavy metal ions in water and the recycling of waste ZIF-8 in cement","volume":"326","author":"Yang","year":"2023","journal-title":"J. Solid State Chem."},{"key":"10.1016\/j.jes.2026.03.017_bib0039","doi-asserted-by":"crossref","DOI":"10.1016\/j.jhazmat.2022.129584","article-title":"Stable magnetic CoZn\/N-doped polyhedron with self-generating carbon nanotubes for highly efficient removal of bisphenols from complex wastewaters","volume":"439","author":"Zhang","year":"2022","journal-title":"J. Hazard. Mater."},{"key":"10.1016\/j.jes.2026.03.017_bib0040","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1007\/s42773-023-00225-x","article-title":"Synthesis optimization and adsorption modeling of biochar for pollutant removal via machine learning","volume":"5","author":"Zhang","year":"2023","journal-title":"Biochar"},{"key":"10.1016\/j.jes.2026.03.017_bib0041","doi-asserted-by":"crossref","DOI":"10.1016\/j.seppur.2023.125706","article-title":"Reveal the main factors and adsorption behavior influencing the adsorption of pollutants on natural mineral adsorbents: based on machine learning modeling and DFT calculation","volume":"331","author":"Zhao","year":"2024","journal-title":"Sep. Purif. Technol."},{"key":"10.1016\/j.jes.2026.03.017_bib0042","doi-asserted-by":"crossref","first-page":"17671","DOI":"10.1021\/acs.est.3c00026","article-title":"Machine learning in environmental research: common pitfalls and best practices","volume":"57","author":"Zhu","year":"2023","journal-title":"Environ. Sci. Technol."},{"issue":"Part B","key":"10.1016\/j.jes.2026.03.017_bib0043","article-title":"Insights into the adsorption of pharmaceuticals and personal care products (PPCPs) on biochar and activated carbon with the aid of machine learning","volume":"423","author":"Zhu","year":"2022","journal-title":"J. Hazard. Mater."},{"key":"10.1016\/j.jes.2026.03.017_bib0044","doi-asserted-by":"crossref","DOI":"10.1016\/j.jhazmat.2019.06.004","article-title":"The application of machine learning methods for prediction of metal sorption onto biochars","volume":"378","author":"Zhu","year":"2019","journal-title":"J. Hazard. Mater."},{"key":"10.1016\/j.jes.2026.03.017_bib0045","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1002\/eem2.12018","article-title":"From zeolitic imidazolate framework-8 to metal-organic frameworks (MOFs): representative substance for the general study of pioneering MOF applications","volume":"1","author":"Zou","year":"2018","journal-title":"Energy Environ. Mater."}],"container-title":["Journal of Environmental Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1001074226001798?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1001074226001798?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T16:17:25Z","timestamp":1790871445000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1001074226001798"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,11]]},"references-count":45,"alternative-id":["S1001074226001798"],"URL":"https:\/\/doi.org\/10.1016\/j.jes.2026.03.017","relation":{},"ISSN":["1001-0742"],"issn-type":[{"value":"1001-0742","type":"print"}],"subject":[],"published":{"date-parts":[[2026,11]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Predicting multi-heavy-metal adsorption on bimetallic zeolitic imidazolate frameworks via interpretable machine learning: From latin hypercube design to web implementation","name":"articletitle","label":"Article Title"},{"value":"Journal of Environmental Sciences","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.jes.2026.03.017","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2026 The Research Center for Eco-Environmental Sciences, Chinese Academy of Sciences. Published by Elsevier B.V.","name":"copyright","label":"Copyright"}]}}