{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,19]],"date-time":"2026-10-19T23:32:01Z","timestamp":1792452721262,"version":"4.5.0"},"reference-count":48,"publisher":"American Chemical Society (ACS)","issue":"7","license":[{"start":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T00:00:00Z","timestamp":1771200000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T00:00:00Z","timestamp":1771200000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"},{"start":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T00:00:00Z","timestamp":1771200000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-045"}],"funder":[{"DOI":"10.13039\/501100001665","name":"Agence Nationale de la Recherche","doi-asserted-by":"publisher","award":["ANR-23-CE42-0029"],"award-info":[{"award-number":["ANR-23-CE42-0029"]}],"id":[{"id":"10.13039\/501100001665","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["ACS Appl. Mater. Interfaces"],"published-print":{"date-parts":[[2026,2,25]]},"DOI":"10.1021\/acsami.5c24910","type":"journal-article","created":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T17:58:47Z","timestamp":1771264727000},"page":"12199-12211","source":"Crossref","is-referenced-by-count":7,"title":["Rational Design of High-Quality ZIF-8 Membranes: Machine Learning-Guided Optimization of ALD ZnO Conversion"],"prefix":"10.1021","volume":"18","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8039-9925","authenticated-orcid":true,"given":"Kevin","family":"Dedecker","sequence":"first","affiliation":[{"name":"Institut Europ\u00e9en des Membranes (IEM); CNRS, ENSCM, Univ Montpellier; Place Eug\u00e8ne Bataillon, 34095 Montpellier, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2679-282X","authenticated-orcid":true,"given":"Martin","family":"Drobek","sequence":"additional","affiliation":[{"name":"Institut Europ\u00e9en des Membranes (IEM); CNRS, ENSCM, Univ Montpellier; Place Eug\u00e8ne Bataillon, 34095 Montpellier, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2913-2846","authenticated-orcid":true,"given":"Mikhael","family":"Bechelany","sequence":"additional","affiliation":[{"name":"Institut Europ\u00e9en des Membranes (IEM); CNRS, ENSCM, Univ Montpellier; Place Eug\u00e8ne Bataillon, 34095 Montpellier, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anne","family":"Julbe","sequence":"additional","affiliation":[{"name":"Institut Europ\u00e9en des Membranes (IEM); CNRS, ENSCM, Univ Montpellier; Place Eug\u00e8ne Bataillon, 34095 Montpellier, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"316","published-online":{"date-parts":[[2026,2,16]]},"reference":[{"key":"ref1\/cit1","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.0602439103"},{"key":"ref2\/cit2","doi-asserted-by":"publisher","DOI":"10.1021\/ar900116g"},{"key":"ref3\/cit3","doi-asserted-by":"publisher","DOI":"10.1021\/jz300855a"},{"key":"ref4\/cit4","doi-asserted-by":"publisher","DOI":"10.1039\/D4LF00388H"},{"key":"ref5\/cit5","doi-asserted-by":"publisher","DOI":"10.3390\/molecules29245825"},{"key":"ref6\/cit6","doi-asserted-by":"publisher","DOI":"10.1038\/nmat4509"},{"key":"ref7\/cit7","doi-asserted-by":"publisher","DOI":"10.1021\/la102409e"},{"key":"ref8\/cit8","doi-asserted-by":"publisher","DOI":"10.1016\/j.memsci.2014.10.011"},{"key":"ref9\/cit9","doi-asserted-by":"publisher","DOI":"10.1021\/cm103571y"},{"key":"ref10\/cit10","doi-asserted-by":"publisher","DOI":"10.1039\/c0cc05002d"},{"key":"ref11\/cit11","doi-asserted-by":"publisher","DOI":"10.1039\/d5lf00054h"},{"key":"ref12\/cit12","doi-asserted-by":"publisher","DOI":"10.1080\/00031305.1999.10474445"},{"key":"ref13\/cit13","volume-title":"Design and Analysis of Experiments","author":"Montgomery D. C.","year":"2020","edition":"10"},{"key":"ref14\/cit14","doi-asserted-by":"publisher","DOI":"10.1016\/j.aca.2009.06.015"},{"key":"ref15\/cit15","doi-asserted-by":"publisher","DOI":"10.1111\/j.2517-6161.1951.tb00067.x"},{"key":"ref16\/cit16","doi-asserted-by":"publisher","DOI":"10.1016\/j.talanta.2008.05.019"},{"key":"ref17\/cit17","doi-asserted-by":"publisher","DOI":"10.1002\/anie.200906491"},{"key":"ref18\/cit18","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-018-0337-2"},{"key":"ref19\/cit19","doi-asserted-by":"publisher","DOI":"10.1038\/s41524-019-0221-0"},{"key":"ref20\/cit20","doi-asserted-by":"publisher","DOI":"10.1038\/nature17439"},{"key":"ref21\/cit21","doi-asserted-by":"publisher","DOI":"10.1021\/jz501331m"},{"key":"ref22\/cit22","doi-asserted-by":"publisher","DOI":"10.1021\/jacs.9b11084"},{"key":"ref23\/cit23","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-019-08483-9"},{"key":"ref24\/cit24","doi-asserted-by":"publisher","DOI":"10.1002\/adfm.202404631"},{"key":"ref25\/cit25","doi-asserted-by":"publisher","DOI":"10.1002\/admi.202201771"},{"key":"ref26\/cit26","doi-asserted-by":"publisher","DOI":"10.1002\/anie.201901707"},{"key":"ref27\/cit27","doi-asserted-by":"publisher","DOI":"10.1038\/s41578-022-00490-5"},{"key":"ref28\/cit28","doi-asserted-by":"publisher","DOI":"10.1002\/aenm.201903242"},{"key":"ref29\/cit29","doi-asserted-by":"publisher","DOI":"10.1021\/acs.chemmater.4c01069"},{"key":"ref30\/cit30","doi-asserted-by":"publisher","DOI":"10.1016\/j.mtcomm.2024.111177"},{"key":"ref31\/cit31","doi-asserted-by":"publisher","DOI":"10.1021\/cr900056b"},{"key":"ref32\/cit32","doi-asserted-by":"publisher","DOI":"10.1039\/c0cs00147c"},{"key":"ref33\/cit33","doi-asserted-by":"publisher","DOI":"10.3233\/IDA-2002-6504"},{"key":"ref34\/cit34","unstructured":"Kohavi, R. A.\n                      Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection\n                      . In\n                      International Joint Conference on Artificial Intelligence\n                      , 1995."},{"key":"ref35\/cit35","doi-asserted-by":"publisher","DOI":"10.7763\/IJMLC.2013.V3.307"},{"key":"ref36\/cit36","doi-asserted-by":"publisher","DOI":"10.1177\/001316446002000104"},{"key":"ref37\/cit37","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2009.03.002"},{"key":"ref38\/cit38","doi-asserted-by":"publisher","DOI":"10.1613\/jair.953"},{"key":"ref39\/cit39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-98074-4"},{"key":"ref40\/cit40","doi-asserted-by":"publisher","DOI":"10.1162\/153244303322753616"},{"key":"ref41\/cit41","doi-asserted-by":"publisher","DOI":"10.2307\/2529310"},{"key":"ref42\/cit42","doi-asserted-by":"publisher","DOI":"10.1002\/9781118548387"},{"key":"ref43\/cit43","doi-asserted-by":"publisher","DOI":"10.1021\/ja809985t"},{"key":"ref44\/cit44","doi-asserted-by":"publisher","DOI":"10.1021\/cm402897c"},{"key":"ref45\/cit45","doi-asserted-by":"publisher","DOI":"10.1039\/C3CS60394F"},{"key":"ref46\/cit46","doi-asserted-by":"publisher","DOI":"10.1021\/cr200304e"},{"key":"ref47\/cit47","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-023-44236-5"},{"key":"ref48\/cit48","doi-asserted-by":"publisher","DOI":"10.1038\/s41524-021-00656-9"}],"container-title":["ACS Applied Materials &amp; Interfaces"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/pubs.acs.org\/doi\/pdf\/10.1021\/acsami.5c24910","content-type":"application\/pdf","content-version":"vor","intended-application":"unspecified"},{"URL":"https:\/\/pubs.acs.org\/doi\/pdf\/10.1021\/acsami.5c24910","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,10]],"date-time":"2026-03-10T09:38:41Z","timestamp":1773135521000},"score":1,"resource":{"primary":{"URL":"https:\/\/pubs.acs.org\/doi\/10.1021\/acsami.5c24910"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2,16]]},"references-count":48,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2026,2,25]]}},"alternative-id":["10.1021\/acsami.5c24910"],"URL":"https:\/\/doi.org\/10.1021\/acsami.5c24910","relation":{},"ISSN":["1944-8244","1944-8252"],"issn-type":[{"value":"1944-8244","type":"print"},{"value":"1944-8252","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2,16]]}}}