{"id":"https://openalex.org/W4391172924","doi":"https://doi.org/10.3389/frai.2024.1254671","title":"Research on the structure function recognition of PLOS","display_name":"Research on the structure function recognition of PLOS","publication_year":2024,"publication_date":"2024-01-24","ids":{"openalex":"https://openalex.org/W4391172924","doi":"https://doi.org/10.3389/frai.2024.1254671","pmid":"https://pubmed.ncbi.nlm.nih.gov/38327668"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2024.1254671","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2024.1254671","pdf_url":"https://www.frontiersin.org/articles/10.3389/frai.2024.1254671/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/frai.2024.1254671/pdf?isPublishedV2=False","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076569001","display_name":"Jiangfeng Liu","orcid":"https://orcid.org/0000-0002-4847-7102"},"institutions":[{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiangfeng Liu","raw_affiliation_strings":["Laboratory of Data Intelligence and Cross Innovation, Nanjing University, Nanjing, China","School of Information Management, Nanjing University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Data Intelligence and Cross Innovation, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"School of Information Management, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102534284","display_name":"Zhixiao Zhao","orcid":"https://orcid.org/0009-0007-1992-4296"},"institutions":[{"id":"https://openalex.org/I119454577","display_name":"Nanjing Agricultural University","ror":"https://ror.org/05td3s095","country_code":"CN","type":"education","lineage":["https://openalex.org/I119454577"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhixiao Zhao","raw_affiliation_strings":["College of Information Management, Nanjing Agricultural University, Nanjing, China","Research Center for Humanities and Social Computing, Nanjing Agricultural University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Management, Nanjing Agricultural University, Nanjing, China","institution_ids":["https://openalex.org/I119454577"]},{"raw_affiliation_string":"Research Center for Humanities and Social Computing, Nanjing Agricultural University, Nanjing, China","institution_ids":["https://openalex.org/I119454577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100644974","display_name":"Na Wu","orcid":"https://orcid.org/0000-0002-1024-4573"},"institutions":[{"id":"https://openalex.org/I119454577","display_name":"Nanjing Agricultural University","ror":"https://ror.org/05td3s095","country_code":"CN","type":"education","lineage":["https://openalex.org/I119454577"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Wu","raw_affiliation_strings":["College of Information Management, Nanjing Agricultural University, Nanjing, China","Research Center for Humanities and Social Computing, Nanjing Agricultural University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Management, Nanjing Agricultural University, Nanjing, China","institution_ids":["https://openalex.org/I119454577"]},{"raw_affiliation_string":"Research Center for Humanities and Social Computing, Nanjing Agricultural University, Nanjing, China","institution_ids":["https://openalex.org/I119454577"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100674382","display_name":"Xiyu Wang","orcid":"https://orcid.org/0009-0009-2347-2098"},"institutions":[{"id":"https://openalex.org/I119454577","display_name":"Nanjing Agricultural University","ror":"https://ror.org/05td3s095","country_code":"CN","type":"education","lineage":["https://openalex.org/I119454577"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiyu Wang","raw_affiliation_strings":["College of Information Management, Nanjing Agricultural University, Nanjing, China","Research Center for Humanities and Social Computing, Nanjing Agricultural University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Management, Nanjing Agricultural University, Nanjing, China","institution_ids":["https://openalex.org/I119454577"]},{"raw_affiliation_string":"Research Center for Humanities and Social Computing, Nanjing Agricultural University, Nanjing, China","institution_ids":["https://openalex.org/I119454577"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5076569001"],"corresponding_institution_ids":["https://openalex.org/I881766915"],"apc_list":{"value":1150,"currency":"USD","value_usd":1150},"apc_paid":{"value":1150,"currency":"USD","value_usd":1150},"fwci":1.8481,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86603471,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"7","issue":null,"first_page":"1254671","last_page":"1254671"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.09080000221729279,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.09080000221729279,"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"}},{"id":"https://openalex.org/T14413","display_name":"Advanced Technologies in Various Fields","score":0.055399999022483826,"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"}},{"id":"https://openalex.org/T14347","display_name":"Big Data and Digital Economy","score":0.05130000039935112,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.7530628442764282},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7223767042160034},{"id":"https://openalex.org/keywords/expediting","display_name":"Expediting","score":0.6976557970046997},{"id":"https://openalex.org/keywords/paragraph","display_name":"Paragraph","score":0.6739649772644043},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.614162802696228},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6136038303375244},{"id":"https://openalex.org/keywords/parsing","display_name":"Parsing","score":0.5537315607070923},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5458881258964539},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3389766216278076},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10882648825645447}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7530628442764282},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7223767042160034},{"id":"https://openalex.org/C134448949","wikidata":"https://www.wikidata.org/wiki/Q1384274","display_name":"Expediting","level":2,"score":0.6976557970046997},{"id":"https://openalex.org/C2777206241","wikidata":"https://www.wikidata.org/wiki/Q194431","display_name":"Paragraph","level":2,"score":0.6739649772644043},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.614162802696228},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6136038303375244},{"id":"https://openalex.org/C186644900","wikidata":"https://www.wikidata.org/wiki/Q194152","display_name":"Parsing","level":2,"score":0.5537315607070923},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5458881258964539},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3389766216278076},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10882648825645447},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/frai.2024.1254671","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2024.1254671","pdf_url":"https://www.frontiersin.org/articles/10.3389/frai.2024.1254671/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:38327668","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38327668","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":"Frontiers in artificial intelligence","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10847351","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10847351","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10847351/pdf/frai-07-1254671.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Artif Intell","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:f18a3588106a4e04bf52ac68baf333c0","is_oa":true,"landing_page_url":"https://doaj.org/article/f18a3588106a4e04bf52ac68baf333c0","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Artificial Intelligence, Vol 7 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/frai.2024.1254671","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2024.1254671","pdf_url":"https://www.frontiersin.org/articles/10.3389/frai.2024.1254671/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8500000238418579}],"awards":[{"id":"https://openalex.org/G63352921","display_name":"\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u5b66\u672f\u5168\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u53ca\u68c0\u7d22\u7814\u7a76","funder_award_id":"71974094","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"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391172924.pdf"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W103659291","https://openalex.org/W1515842608","https://openalex.org/W2001829063","https://openalex.org/W2013672091","https://openalex.org/W2067195357","https://openalex.org/W2148008364","https://openalex.org/W2906726367","https://openalex.org/W2970771982","https://openalex.org/W3102948621","https://openalex.org/W4225481817","https://openalex.org/W4282049100","https://openalex.org/W6630735327"],"related_works":["https://openalex.org/W2085395339","https://openalex.org/W2024632604","https://openalex.org/W2071999521","https://openalex.org/W2068005943","https://openalex.org/W2010478499","https://openalex.org/W4317792299","https://openalex.org/W6643695","https://openalex.org/W4381248170","https://openalex.org/W3189621521","https://openalex.org/W2173794830"],"abstract_inverted_index":{"Purpose:":[0],"The":[1,40,69,115],"present":[2],"study":[3],"explores":[4,21],"and":[5,17,20,36,51,60,97,112,127,159,165,168,178,191],"investigates":[6],"the":[7,22,74,80,88,103,125,131,139,145,173],"efficiency":[8,174],"of":[9,25,90,175],"deep":[10,53,120,189],"learning":[11,54,121,190],"models":[12,122],"in":[13,31,107,151,171,197],"identifying":[14,166],"discourse":[15,132],"structure":[16,126],"functional":[18,128,169],"features":[19],"potential":[23],"application":[24],"natural":[26],"language":[27],"processing":[28],"(NLP)":[29],"techniques":[30,147],"text":[32,155],"mining,":[33,156],"information":[34,157,170],"measurement,":[35,158],"scientific":[37,136,160,185,198],"communication.":[38,161],"Method:":[39],"PLOS":[41],"literature":[42,176],"series":[43],"has":[44,94,99],"been":[45,63,95,100],"utilized":[46],"to":[47],"obtain":[48],"full-text":[49],"data,":[50],"four":[52],"models,":[55,82],"including":[56,154],"BERT,":[57],"RoBERTa,":[58],"SciBERT,":[59],"SsciBERT,":[61],"have":[62,148],"employed":[64],"for":[65,135],"structure-function":[66],"recognition.":[67],"Result:":[68],"experimental":[70],"findings":[71],"reveal":[72],"that":[73,102,119],"SciBERT":[75,140],"model":[76,104,141],"performs":[77,105,142],"outstandingly,":[78],"surpassing":[79],"other":[81],"with":[83],"an":[84],"F1":[85],"score.":[86],"Additionally,":[87],"performance":[89],"different":[91],"paragraph":[92],"structures":[93],"analyzed,":[96],"it":[98],"found":[101],"well":[106],"paragraphs":[108],"such":[109],"as":[110],"method":[111],"result.":[113],"Conclusion:":[114],"study's":[116],"outcomes":[117],"suggest":[118],"can":[123,180],"recognize":[124],"elements":[129],"at":[130],"level,":[133],"particularly":[134],"literature,":[137],"where":[138],"remarkably.":[143],"Moreover,":[144],"NLP":[146,192],"extensive":[149],"prospects":[150],"various":[152],"fields,":[153],"By":[162],"automatically":[163],"parsing":[164],"structural":[167],"text,":[172],"management":[177],"retrieval":[179],"be":[181],"improved,":[182],"thereby":[183],"expediting":[184],"research":[186],"progress.":[187],"Therefore,":[188],"technologies":[193],"hold":[194],"significant":[195],"value":[196],"research.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
