{"id":"https://openalex.org/W3011925506","doi":"https://doi.org/10.1109/ialp48816.2019.9037721","title":"BERT with Enhanced Layer for Assistant Diagnosis Based on Chinese Obstetric EMRs","display_name":"BERT with Enhanced Layer for Assistant Diagnosis Based on Chinese Obstetric EMRs","publication_year":2019,"publication_date":"2019-11-01","ids":{"openalex":"https://openalex.org/W3011925506","doi":"https://doi.org/10.1109/ialp48816.2019.9037721","mag":"3011925506"},"language":"en","primary_location":{"id":"doi:10.1109/ialp48816.2019.9037721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ialp48816.2019.9037721","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Asian Language Processing (IALP)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5066262498","display_name":"Kunli Zhang","orcid":"https://orcid.org/0000-0002-9402-1560"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kunli Zhang","raw_affiliation_strings":["Peng Cheng Laboratory"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065254427","display_name":"Chuang Liu","orcid":"https://orcid.org/0000-0002-5573-738X"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuang Liu","raw_affiliation_strings":["School of Information Engineering, Zhengzhou University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Zhengzhou University","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016598583","display_name":"Xuemin Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuemin Duan","raw_affiliation_strings":["Peng Cheng Laboratory"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058467326","display_name":"Lijuan Zhou","orcid":"https://orcid.org/0000-0002-6418-6284"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijuan Zhou","raw_affiliation_strings":["School of Information Engineering, Zhengzhou University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Zhengzhou University","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072921769","display_name":"Yueshu Zhao","orcid":"https://orcid.org/0000-0002-1062-2546"},"institutions":[{"id":"https://openalex.org/I4210144384","display_name":"Third Affiliated Hospital of Zhengzhou University","ror":"https://ror.org/039nw9e11","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210144384"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yueshu Zhao","raw_affiliation_strings":["The Third Affiliated Hospital of Zhengzhou University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Third Affiliated Hospital of Zhengzhou University","institution_ids":["https://openalex.org/I4210144384"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062969664","display_name":"Hongying Zan","orcid":"https://orcid.org/0000-0002-8874-1262"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongying Zan","raw_affiliation_strings":["School of Information Engineering, Zhengzhou University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Zhengzhou University","institution_ids":["https://openalex.org/I38877650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5784,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.77256403,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"384","last_page":"389"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9987000226974487,"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":0.9987000226974487,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9894999861717224,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9768999814987183,"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/layer","display_name":"Layer (electronics)","score":0.6336460709571838},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5931439995765686},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.11532509326934814},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.07317572832107544}],"concepts":[{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.6336460709571838},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5931439995765686},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.11532509326934814},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.07317572832107544}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ialp48816.2019.9037721","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ialp48816.2019.9037721","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Asian Language Processing (IALP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1576514601","https://openalex.org/W2052684427","https://openalex.org/W2064675550","https://openalex.org/W2118463056","https://openalex.org/W2119466907","https://openalex.org/W2153579005","https://openalex.org/W2250539671","https://openalex.org/W2279689406","https://openalex.org/W2473077402","https://openalex.org/W2734389934","https://openalex.org/W2740706416","https://openalex.org/W2786997234","https://openalex.org/W2791930518","https://openalex.org/W2896457183","https://openalex.org/W2939507640","https://openalex.org/W2962739339","https://openalex.org/W2962958286","https://openalex.org/W2963246629","https://openalex.org/W2963248507","https://openalex.org/W2963341956","https://openalex.org/W2963403868","https://openalex.org/W2963626623","https://openalex.org/W2964121744","https://openalex.org/W2964301648","https://openalex.org/W4294170691","https://openalex.org/W4385245566","https://openalex.org/W6631190155","https://openalex.org/W6682691769","https://openalex.org/W6719819555","https://openalex.org/W6739901393","https://openalex.org/W6752554729","https://openalex.org/W6755207826","https://openalex.org/W6761748628"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857","https://openalex.org/W2350741829","https://openalex.org/W2530322880"],"abstract_inverted_index":{"This":[0],"paper":[1,53],"proposes":[2],"a":[3],"novel":[4],"method":[5,67,91,110,141],"based":[6,56,92,111],"on":[7,23,57,70,93,112,147],"the":[8,43,48,89,96,104,108,115,122,132,140],"language":[9],"representation":[10],"model":[11],"called":[12],"BERT":[13,44,94,113],"(Bidirectional":[14],"Encoder":[15],"Representations":[16],"from":[17],"Transformers)":[18],"for":[19,34],"Obstetric":[20,75,148],"assistant":[21],"diagnosis":[22],"Chinese":[24,74],"obstetric":[25],"EMRs":[26,76,149],"(Electronic":[27],"Medical":[28],"Records).":[29],"To":[30],"aggregate":[31],"more":[32],"information":[33],"final":[35],"output,":[36],"an":[37],"enhanced":[38,49,116,144],"layer":[39,50,117,145],"is":[40,54,68],"augmented":[41],"to":[42],"model.":[45],"In":[46],"particular,":[47],"in":[51],"this":[52],"constructed":[55],"strategy":[58,62,119],"1(A":[59],"strategy)":[60],"and/or":[61],"2(A-AP":[63],"strategy).":[64],"The":[65,84],"proposed":[66,90,109],"evaluated":[69],"two":[71],"datasets":[72],"including":[73],"dataset":[77,150],"and":[78,101,107,114,127,137,151],"Arxiv":[79],"Academic":[80],"Paper":[81],"Dataset":[82],"(AAPD).":[83],"experimental":[85],"results":[86],"show":[87],"that":[88],"improves":[95,121,131],"F1":[97,123,133],"value":[98,124,134],"by":[99,118,125,135],"19.58%":[100],"2.71%":[102],"over":[103,139],"state-of-the-art":[105],"methods,":[106],"2":[120],"0.7%":[126],"0.3%":[128],"(strategy":[129],"1":[130],"0.68%":[136],"0.1%)":[138],"without":[142],"adding":[143],"respectively":[146],"AAPD":[152],"dataset.":[153]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}