{"id":"https://openalex.org/W4416408244","doi":"https://doi.org/10.1038/s43588-025-00903-9","title":"Periodicity-aware deep learning for polymers","display_name":"Periodicity-aware deep learning for polymers","publication_year":2025,"publication_date":"2025-11-20","ids":{"openalex":"https://openalex.org/W4416408244","doi":"https://doi.org/10.1038/s43588-025-00903-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/41266677"},"language":"en","primary_location":{"id":"doi:10.1038/s43588-025-00903-9","is_oa":false,"landing_page_url":"https://doi.org/10.1038/s43588-025-00903-9","pdf_url":null,"source":{"id":"https://openalex.org/S4210228084","display_name":"Nature Computational Science","issn_l":"2662-8457","issn":["2662-8457"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nature Computational Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102624125","display_name":"Yuhui Wu","orcid":"https://orcid.org/0009-0007-9492-7649"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhui Wu","raw_affiliation_strings":["International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China","MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100390446","display_name":"Cong Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cong Wang","raw_affiliation_strings":["International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China","MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111111963","display_name":"Xintian Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xintian Shen","raw_affiliation_strings":["International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China","MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100437465","display_name":"Tianyi Zhang","orcid":"https://orcid.org/0009-0001-8703-0100"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianyi Zhang","raw_affiliation_strings":["International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China","MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China","institution_ids":["https://openalex.org/I76130692"]},{"raw_affiliation_string":"MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055082237","display_name":"Peng Zhang","orcid":"https://orcid.org/0000-0002-5409-7480"},"institutions":[{"id":"https://openalex.org/I105126617","display_name":"Zhejiang International Studies University","ror":"https://ror.org/01vwvvq12","country_code":"CN","type":"education","lineage":["https://openalex.org/I105126617"]},{"id":"https://openalex.org/I4210158318","display_name":"Second Affiliated Hospital of Zhejiang University","ror":"https://ror.org/059cjpv64","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210158318"]},{"id":"https://openalex.org/I4210162663","display_name":"Chemical Synthesis Lab","ror":"https://ror.org/04kbbt849","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210105704","https://openalex.org/I4210162663","https://openalex.org/I91275662"]},{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Peng Zhang","raw_affiliation_strings":["International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China. zhangp7@zju.edu.cn","MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China. zhangp7@zju.edu.cn","State Key Laboratory of Transvascular Implantation Devices, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, P. R. China. zhangp7@zju.edu.cn","International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China"],"raw_orcid":"https://orcid.org/0000-0002-5409-7480","affiliations":[{"raw_affiliation_string":"International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China. zhangp7@zju.edu.cn","institution_ids":["https://openalex.org/I105126617"]},{"raw_affiliation_string":"MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China. zhangp7@zju.edu.cn","institution_ids":["https://openalex.org/I4210162663"]},{"raw_affiliation_string":"State Key Laboratory of Transvascular Implantation Devices, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, P. R. China. zhangp7@zju.edu.cn","institution_ids":["https://openalex.org/I4210158318"]},{"raw_affiliation_string":"International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100613666","display_name":"Jian Ji","orcid":"https://orcid.org/0000-0001-9870-4038"},"institutions":[{"id":"https://openalex.org/I105126617","display_name":"Zhejiang International Studies University","ror":"https://ror.org/01vwvvq12","country_code":"CN","type":"education","lineage":["https://openalex.org/I105126617"]},{"id":"https://openalex.org/I4210087023","display_name":"Implant Sciences (United States)","ror":"https://ror.org/0015wff52","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087023"]},{"id":"https://openalex.org/I4210158318","display_name":"Second Affiliated Hospital of Zhejiang University","ror":"https://ror.org/059cjpv64","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210158318"]},{"id":"https://openalex.org/I4210162663","display_name":"Chemical Synthesis Lab","ror":"https://ror.org/04kbbt849","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210105704","https://openalex.org/I4210162663","https://openalex.org/I91275662"]}],"countries":["CN","SG","US"],"is_corresponding":true,"raw_author_name":"Jian Ji","raw_affiliation_strings":["International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China. jijian@zju.edu.cn","MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China. jijian@zju.edu.cn","State Key Laboratory of Transvascular Implantation Devices, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, P. R. China. jijian@zju.edu.cn","Transvascular Implantation Devices Research Institute China, Hangzhou, P. R. China. jijian@zju.edu.cn","Transvascular Implantation Devices Research Institute China, Hangzhou, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-9870-4038","affiliations":[{"raw_affiliation_string":"International Research Center for X Polymers, International Campus, Zhejiang University, Haining, P. R. China. jijian@zju.edu.cn","institution_ids":["https://openalex.org/I105126617"]},{"raw_affiliation_string":"MOE Key Laboratory of Macromolecule Synthesis and Functionalization, Department of Polymer Science and Engineering, Zhejiang University, Hangzhou, P. R. China. jijian@zju.edu.cn","institution_ids":["https://openalex.org/I4210162663"]},{"raw_affiliation_string":"State Key Laboratory of Transvascular Implantation Devices, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, P. R. China. jijian@zju.edu.cn","institution_ids":["https://openalex.org/I4210158318"]},{"raw_affiliation_string":"Transvascular Implantation Devices Research Institute China, Hangzhou, P. R. China. jijian@zju.edu.cn","institution_ids":["https://openalex.org/I4210087023"]},{"raw_affiliation_string":"Transvascular Implantation Devices Research Institute China, Hangzhou, P. R. China","institution_ids":["https://openalex.org/I4210087023"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100613666"],"corresponding_institution_ids":["https://openalex.org/I105126617","https://openalex.org/I4210087023","https://openalex.org/I4210158318","https://openalex.org/I4210162663"],"apc_list":{"value":9750,"currency":"EUR","value_usd":11690},"apc_paid":null,"fwci":1.3769,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.82459137,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"5","issue":"12","first_page":"1214","last_page":"1226"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.961899995803833,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.961899995803833,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10211","display_name":"Computational Drug Discovery Methods","score":0.0142000000923872,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.01119999960064888,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7688999772071838},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.6640999913215637},{"id":"https://openalex.org/keywords/polymer","display_name":"Polymer","score":0.4422999918460846},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.296999990940094}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7688999772071838},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.6640999913215637},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6184999942779541},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6057999730110168},{"id":"https://openalex.org/C521977710","wikidata":"https://www.wikidata.org/wiki/Q81163","display_name":"Polymer","level":2,"score":0.4422999918460846},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.336899995803833},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.296999990940094},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.27570000290870667},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.26739999651908875},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.25760000944137573}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1038/s43588-025-00903-9","is_oa":false,"landing_page_url":"https://doi.org/10.1038/s43588-025-00903-9","pdf_url":null,"source":{"id":"https://openalex.org/S4210228084","display_name":"Nature Computational Science","issn_l":"2662-8457","issn":["2662-8457"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319908","host_organization_name":"Nature Portfolio","host_organization_lineage":["https://openalex.org/P4310319908","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Nature Portfolio","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nature Computational Science","raw_type":"journal-article"},{"id":"pmid:41266677","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41266677","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Nature computational science","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1349476504","display_name":null,"funder_award_id":"LR25E030001","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"},{"id":"https://openalex.org/G5256242726","display_name":null,"funder_award_id":"52293381","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W2060531713","https://openalex.org/W2573639203","https://openalex.org/W2791355014","https://openalex.org/W2800793736","https://openalex.org/W2883528235","https://openalex.org/W2963341956","https://openalex.org/W2973074478","https://openalex.org/W2988203096","https://openalex.org/W2998496395","https://openalex.org/W3007285729","https://openalex.org/W3010244463","https://openalex.org/W3035524453","https://openalex.org/W3090892334","https://openalex.org/W3093821973","https://openalex.org/W3095106934","https://openalex.org/W3103975294","https://openalex.org/W3118124377","https://openalex.org/W3174996591","https://openalex.org/W3205932990","https://openalex.org/W3207749172","https://openalex.org/W4200608739","https://openalex.org/W4210261876","https://openalex.org/W4214868967","https://openalex.org/W4220989818","https://openalex.org/W4281731195","https://openalex.org/W4282004119","https://openalex.org/W4282017563","https://openalex.org/W4283525507","https://openalex.org/W4285987580","https://openalex.org/W4293232267","https://openalex.org/W4300981007","https://openalex.org/W4306252481","https://openalex.org/W4307975993","https://openalex.org/W4315784590","https://openalex.org/W4317215121","https://openalex.org/W4321227311","https://openalex.org/W4327550249","https://openalex.org/W4365452029","https://openalex.org/W4366605899","https://openalex.org/W4366769286","https://openalex.org/W4367681391","https://openalex.org/W4381679608","https://openalex.org/W4383955629","https://openalex.org/W4383957026","https://openalex.org/W4386316902","https://openalex.org/W4388765324","https://openalex.org/W4389132751","https://openalex.org/W4389348133","https://openalex.org/W4389479893","https://openalex.org/W4390501513","https://openalex.org/W4394577318","https://openalex.org/W4396721167","https://openalex.org/W4400261517","https://openalex.org/W4400805295","https://openalex.org/W4400910130","https://openalex.org/W4405079708","https://openalex.org/W4405201265","https://openalex.org/W4407348879","https://openalex.org/W7079573213"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-01-13T01:12:25.745995","created_date":"2025-11-20T00:00:00"}