{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,15]],"date-time":"2026-10-15T17:52:05Z","timestamp":1792086725331,"version":"4.4.0"},"reference-count":54,"publisher":"Royal Society of Chemistry (RSC)","issue":"5","license":[{"start":{"date-parts":[[2026,1,8]],"date-time":"2026-01-08T00:00:00Z","timestamp":1767830400000},"content-version":"am","delay-in-days":372,"URL":"http:\/\/rsc.li\/journals-terms-of-use"}],"funder":[{"DOI":"10.13039\/501100006769","name":"Russian Science Foundation","doi-asserted-by":"publisher","award":["23-73-01212"],"award-info":[{"award-number":["23-73-01212"]}],"id":[{"id":"10.13039\/501100006769","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100016971","name":"Lomonosov Moscow State University","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100016971","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["rsc.org"],"crossmark-restriction":true},"short-container-title":["Nanoscale"],"abstract":"<jats:p>We proposed a simple approach for quickly identifying the dimensionality of inorganic substructures, types of connections of lead halide polyhedra and structure types using common powder XRD data and a ML-decision tree classification model.<\/jats:p>","DOI":"10.1039\/d4nr04531a","type":"journal-article","created":{"date-parts":[[2025,1,8]],"date-time":"2025-01-08T04:21:22Z","timestamp":1736310082000},"page":"2742-2752","update-policy":"https:\/\/doi.org\/10.1039\/rsc_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Machine learning recognition of hybrid lead halide perovskites and perovskite-related structures from X-ray diffraction patterns"],"prefix":"10.1039","volume":"17","author":[{"given":"E. I.","family":"Marchenko","sequence":"first","affiliation":[{"name":"Laboratory of New Materials for Solar Energetics, Department of Materials Science, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"},{"name":"Department of Geology, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"V. V.","family":"Korolev","sequence":"additional","affiliation":[{"name":"MSU Institute for Artificial Intelligence, Lomonosov Moscow State University, 119192, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0928-4890","authenticated-orcid":false,"given":"E. A.","family":"Kobeleva","sequence":"additional","affiliation":[{"name":"Department of Geology, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"N. A.","family":"Belich","sequence":"additional","affiliation":[{"name":"Laboratory of New Materials for Solar Energetics, Department of Materials Science, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0612-451X","authenticated-orcid":false,"given":"N. N.","family":"Udalova","sequence":"additional","affiliation":[{"name":"Laboratory of New Materials for Solar Energetics, Department of Materials Science, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"N. N.","family":"Eremin","sequence":"additional","affiliation":[{"name":"Department of Geology, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"},{"name":"Institute of Geology of Ore Deposits, Petrography, Mineralogy, and Geochemistry, Russian Academy of Science, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"E. A.","family":"Goodilin","sequence":"additional","affiliation":[{"name":"Laboratory of New Materials for Solar Energetics, Department of Materials Science, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"},{"name":"Department of Chemistry, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4277-1711","authenticated-orcid":false,"given":"A. B.","family":"Tarasov","sequence":"additional","affiliation":[{"name":"Laboratory of New Materials for Solar Energetics, Department of Materials Science, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"},{"name":"Department of Chemistry, Lomonosov Moscow State University, 1 Lenin Hills, 119991, Moscow, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"292","published-online":{"date-parts":[[2025]]},"reference":[{"key":"D4NR04531A\/cit1\/1","author":"Rietveld","unstructured":"H. M.Rietveld  and  IUCr"},{"key":"D4NR04531A\/cit2\/1","doi-asserted-by":"crossref","first-page":"1262","DOI":"10.1107\/S1600577514016488","volume":"21","author":"Gregoire","year":"2014","journal-title":"J. Synchrotron Radiat."},{"key":"D4NR04531A\/cit3\/1","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1038\/s41524-019-0205-0","volume":"5","author":"Ludwig","year":"2019","journal-title":"npj Comput. Mater."},{"key":"D4NR04531A\/cit4\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41524-024-01230-9","volume":"10","author":"Szymanski","year":"2024","journal-title":"npj Comput. Mater."},{"key":"D4NR04531A\/cit5\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1103\/PhysRevB.99.245120","volume":"99","author":"Vecsei","year":"2019","journal-title":"Phys. Rev. B"},{"key":"D4NR04531A\/cit6\/1","volume-title":"Data Mining in Crystallography","volume":"134","author":"Cheng","year":"2010","unstructured":"H.Cheng ,  T. Z.Sen ,  R. L.Jernigan  and  A.Kloczkowski ,  Data Mining in Crystallography ,  2010 , vol.  134"},{"key":"D4NR04531A\/cit7\/1","doi-asserted-by":"crossref","first-page":"486","DOI":"10.1107\/S205225251700714X","volume":"4","author":"Park","year":"2017","journal-title":"IUCrJ"},{"key":"D4NR04531A\/cit8\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41598-019-56847-4","volume":"10","author":"Suzuki","year":"2020","journal-title":"Sci. Rep."},{"key":"D4NR04531A\/cit9\/1","doi-asserted-by":"crossref","first-page":"711","DOI":"10.1021\/jp0310596","volume":"108","author":"Habershon","year":"2004","journal-title":"J. Phys. Chem. A"},{"key":"D4NR04531A\/cit10\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41467-018-05169-6","volume":"9","author":"Ziletti","year":"2018","journal-title":"Nat. Commun."},{"key":"D4NR04531A\/cit11\/1","doi-asserted-by":"crossref","first-page":"10158","DOI":"10.1021\/jacs.8b03913","volume":"140","author":"Ryan","year":"2018","journal-title":"J. Am. Chem. Soc."},{"key":"D4NR04531A\/cit12\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41524-019-0196-x","volume":"5","author":"Oviedo","year":"2019","journal-title":"npj Comput. Mater."},{"key":"D4NR04531A\/cit13\/1","doi-asserted-by":"crossref","first-page":"655","DOI":"10.1107\/S1600577518004873","volume":"25","author":"Ke","year":"2018","journal-title":"J. Synchrotron Radiat."},{"key":"D4NR04531A\/cit14\/1","doi-asserted-by":"crossref","first-page":"4204","DOI":"10.1021\/acs.chemmater.1c01071","volume":"33","author":"Szymanski","year":"2021","journal-title":"Chem. Mater."},{"key":"D4NR04531A\/cit15\/1","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1107\/S1600577522011274","volume":"30","author":"Yanxon","year":"2023","journal-title":"J. Synchrotron Radiat."},{"key":"D4NR04531A\/cit16\/1","doi-asserted-by":"crossref","first-page":"5334","DOI":"10.1007\/s10853-023-08343-4","volume":"58","author":"Greasley","year":"2023","journal-title":"J. Mater. Sci."},{"key":"D4NR04531A\/cit17\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s41467-019-13993-7","volume":"11","author":"Lee","year":"2020","journal-title":"Nat. Commun."},{"key":"D4NR04531A\/cit18\/1","doi-asserted-by":"crossref","first-page":"4558","DOI":"10.1021\/acs.chemrev.5b00715","volume":"116","author":"Saparov","year":"2016","journal-title":"Chem. Rev."},{"key":"D4NR04531A\/cit19\/1","doi-asserted-by":"crossref","first-page":"506","DOI":"10.1038\/nphoton.2014.134","volume":"8","author":"Green","year":"2014","journal-title":"Nat. Photonics"},{"key":"D4NR04531A\/cit20\/1","doi-asserted-by":"crossref","first-page":"391","DOI":"10.1038\/nnano.2015.90","volume":"10","author":"Stranks","year":"2015","journal-title":"Nat. Nanotechnol."},{"key":"D4NR04531A\/cit21\/1","doi-asserted-by":"crossref","first-page":"312","DOI":"10.1038\/nature18306","volume":"536","author":"Tsai","year":"2016","journal-title":"Nature"},{"key":"D4NR04531A\/cit22\/1","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1126\/science.1243982","volume":"342","author":"Stranks","year":"2013","journal-title":"Science"},{"key":"D4NR04531A\/cit23\/1","doi-asserted-by":"crossref","first-page":"1288","DOI":"10.1126\/science.aal4211","volume":"355","author":"Blancon","year":"2017","journal-title":"Science"},{"key":"D4NR04531A\/cit24\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3390\/cryst12050657","volume":"12","author":"Marchenko","year":"2022","journal-title":"Crystals"},{"key":"D4NR04531A\/cit25\/1","doi-asserted-by":"crossref","first-page":"969","DOI":"10.1038\/s41565-020-00811-1","volume":"15","author":"Blancon","year":"2020","journal-title":"Nat. Nanotechnol."},{"key":"D4NR04531A\/cit26\/1","first-page":"1","volume":"32","author":"Epps","year":"2020","journal-title":"Adv. Mater."},{"key":"D4NR04531A\/cit27\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/adfm.201806728","volume":"29","author":"Brochard-Garnier","year":"2019","journal-title":"Adv. Funct. Mater."},{"key":"D4NR04531A\/cit28\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/adma.202203879","volume":"34","author":"Massuyeau","year":"2022","journal-title":"Adv. Mater."},{"key":"D4NR04531A\/cit29\/1","doi-asserted-by":"crossref","first-page":"17912","DOI":"10.1002\/anie.201909601","volume":"58","author":"Mercier","year":"2019","journal-title":"Angew. Chem., Int. Ed."},{"key":"D4NR04531A\/cit30\/1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/aenm.201802366","volume":"8","author":"Breternitz","year":"2018","journal-title":"Adv. Energy Mater."},{"key":"D4NR04531A\/cit31\/1","doi-asserted-by":"crossref","first-page":"7383","DOI":"10.1021\/acs.chemmater.0c02290","volume":"32","author":"Marchenko","year":"2020","journal-title":"Chem. Mater."},{"key":"D4NR04531A\/cit32\/1","doi-asserted-by":"crossref","first-page":"16838","DOI":"10.1039\/D2TC03202C","volume":"10","author":"Marchenko","year":"2022","journal-title":"J. Mater. Chem. C"},{"key":"D4NR04531A\/cit33\/1","doi-asserted-by":"crossref","first-page":"171","DOI":"10.1107\/S2052520616003954","volume":"72","author":"Groom","year":"2016","journal-title":"Acta Crystallogr., Sect. B: Struct. Sci., Cryst. Eng. Mater."},{"key":"D4NR04531A\/cit34\/1","first-page":"1","author":"Jain","year":"2013","journal-title":"APL Mater."},{"key":"D4NR04531A\/cit35\/1","doi-asserted-by":"crossref","first-page":"420","DOI":"10.1093\/nar\/gkr900","volume":"40","author":"Gra\u017eulis","year":"2012","journal-title":"Nucleic Acids Res."},{"key":"D4NR04531A\/cit36\/1","doi-asserted-by":"crossref","first-page":"3576","DOI":"10.1021\/cg500498k","volume":"14","author":"Blatov","year":"2014","journal-title":"Cryst. Growth Des."},{"key":"D4NR04531A\/cit37\/1","doi-asserted-by":"crossref","first-page":"314","DOI":"10.1016\/j.commatsci.2012.10.028","volume":"68","author":"Ong","year":"2013","journal-title":"Comput. Mater. Sci."},{"key":"D4NR04531A\/cit38\/1","first-page":"1","volume":"36","author":"Duan","year":"2024","journal-title":"Adv. Mater."},{"key":"D4NR04531A\/cit39\/1","doi-asserted-by":"crossref","first-page":"12165","DOI":"10.1039\/D1SC03098A","volume":"12","author":"Li","year":"2021","journal-title":"Chem. Sci."},{"key":"D4NR04531A\/cit40\/1","doi-asserted-by":"crossref","first-page":"16838","DOI":"10.1039\/D2TC03202C","volume":"10","author":"Marchenko","year":"2022","journal-title":"J. Mater. Chem. C"},{"key":"D4NR04531A\/cit41\/1","doi-asserted-by":"crossref","first-page":"12247","DOI":"10.1021\/acs.inorgchem.1c01425","volume":"60","author":"Tian","year":"2021","journal-title":"Inorg. Chem."},{"key":"D4NR04531A\/cit42\/1","doi-asserted-by":"crossref","first-page":"7518","DOI":"10.1021\/acs.chemmater.1c02467","volume":"33","author":"Marchenko","year":"2021","journal-title":"Chem. Mater."},{"key":"D4NR04531A\/cit43\/1","first-page":"2825","volume":"12","author":"Pedregosa","year":"2011","journal-title":"J. Mach. Learn. Res."},{"key":"D4NR04531A\/cit44\/1","volume-title":"Classification and Regression Trees","author":"Brieman","year":"1984","unstructured":"L.Brieman ,  J.Friedman ,  R. A.Olshen  and  J.Stone ,  Classification and Regression Trees ,  1984"},{"key":"D4NR04531A\/cit45\/1","doi-asserted-by":"crossref","first-page":"791","DOI":"10.1021\/cm9505097","author":"Mitzi","year":"1996","journal-title":"Chem. Mater."},{"key":"D4NR04531A\/cit46\/1","doi-asserted-by":"crossref","first-page":"6145","DOI":"10.1021\/acs.chemmater.9b01564","volume":"31","author":"Tremblay","year":"2019","journal-title":"Chem. Mater."},{"key":"D4NR04531A\/cit47\/1","doi-asserted-by":"crossref","first-page":"11552","DOI":"10.1021\/acs.inorgchem.7b01204","volume":"56","author":"Nazarenko","year":"2017","journal-title":"Inorg. Chem."},{"key":"D4NR04531A\/cit48\/1","doi-asserted-by":"crossref","first-page":"767","DOI":"10.1039\/C9CE01461F","volume":"22","author":"L\u00f3pez","year":"2020","journal-title":"CrystEngComm"},{"key":"D4NR04531A\/cit49\/1","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1515\/zkri-2023-0005","volume":"238","author":"Pet\u0159\u00ed\u010dek","year":"2023","journal-title":"Z. Kristallogr. \u2013 Cryst. Mater."},{"key":"D4NR04531A\/cit50\/1","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1023\/A:1010933404324","volume":"45","author":"Breiman","year":"2001","journal-title":"Mach. Learn."},{"key":"D4NR04531A\/cit51\/1","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1007\/s10994-006-6226-1","volume":"63","author":"Geurts","year":"2006","journal-title":"Mach. Learn."},{"key":"D4NR04531A\/cit52\/1","author":"Chen","unstructured":"T.Chen  and  C.Guestrin"},{"key":"D4NR04531A\/cit53\/1","author":"Prokhorenkova","unstructured":"L.Prokhorenkova ,  G.Gusev ,  A.Vorobev ,  A. V.Dorogush  and  A.Gulin"},{"key":"D4NR04531A\/cit55\/1","unstructured":"Match! - Phase Analysis using Powder Diffraction,  https:\/\/www.crystalimpact.com\/match\/"}],"container-title":["Nanoscale"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/pubs.rsc.org\/en\/content\/articlepdf\/2025\/NR\/D4NR04531A","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,2]],"date-time":"2026-07-02T17:38:02Z","timestamp":1783013882000},"score":1,"resource":{"primary":{"URL":"https:\/\/pubs.rsc.org\/nr\/article\/17\/5\/2742-2752\/860399"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":54,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2025,1,29]]}},"URL":"https:\/\/doi.org\/10.1039\/d4nr04531a","relation":{},"ISSN":["2040-3364","2040-3372"],"issn-type":[{"value":"2040-3364","type":"print"},{"value":"2040-3372","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}