{"id":"https://openalex.org/W4353090104","doi":"https://doi.org/10.1007/s44196-023-00219-4","title":"Research on the Medical Knowledge Deduction Based on the Semantic Relevance of Electronic Medical Record","display_name":"Research on the Medical Knowledge Deduction Based on the Semantic Relevance of Electronic Medical Record","publication_year":2023,"publication_date":"2023-03-22","ids":{"openalex":"https://openalex.org/W4353090104","doi":"https://doi.org/10.1007/s44196-023-00219-4"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-023-00219-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-023-00219-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00219-4.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00219-4.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5026666926","display_name":"Zhi Qiao","orcid":"https://orcid.org/0000-0002-8942-5907"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210131162","display_name":"Fifth Hospital In Wuhan","ror":"https://ror.org/02hpna219","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210131162"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Qiao","raw_affiliation_strings":["Xi\u2019an Fifth Hospital, Shaanxi, 710082, China","Xi'an Fifth Hospital, Shaanxi, 710082, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi\u2019an Fifth Hospital, Shaanxi, 710082, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210131162"]},{"raw_affiliation_string":"Xi'an Fifth Hospital, Shaanxi, 710082, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210131162"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101718686","display_name":"Fuhui Zhang","orcid":"https://orcid.org/0000-0003-3494-2162"},"institutions":[{"id":"https://openalex.org/I4210088547","display_name":"Xian Central Hospital","ror":"https://ror.org/004cdc714","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210088547"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuhui Zhang","raw_affiliation_strings":["Xi\u2019an Central Hospital, Shaanxi, 710000, China","Xi'an Central Hospital, Shaanxi, 710000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi\u2019an Central Hospital, Shaanxi, 710000, China","institution_ids":["https://openalex.org/I4210088547"]},{"raw_affiliation_string":"Xi'an Central Hospital, Shaanxi, 710000, China","institution_ids":["https://openalex.org/I4210088547"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100317832","display_name":"Lu He","orcid":"https://orcid.org/0000-0001-8401-0588"},"institutions":[{"id":"https://openalex.org/I4210088547","display_name":"Xian Central Hospital","ror":"https://ror.org/004cdc714","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210088547"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"He Lu","raw_affiliation_strings":["Xi\u2019an Central Hospital, Shaanxi, 710000, China","Xi'an Central Hospital, Shaanxi, 710000, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi\u2019an Central Hospital, Shaanxi, 710000, China","institution_ids":["https://openalex.org/I4210088547"]},{"raw_affiliation_string":"Xi'an Central Hospital, Shaanxi, 710000, China","institution_ids":["https://openalex.org/I4210088547"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075030302","display_name":"Yan Xu","orcid":"https://orcid.org/0000-0002-8883-0257"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210131162","display_name":"Fifth Hospital In Wuhan","ror":"https://ror.org/02hpna219","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210131162"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yan Xu","raw_affiliation_strings":["Xi\u2019an Fifth Hospital, Shaanxi, 710082, China","Xi'an Fifth Hospital, Shaanxi, 710082, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi\u2019an Fifth Hospital, Shaanxi, 710082, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210131162"]},{"raw_affiliation_string":"Xi'an Fifth Hospital, Shaanxi, 710082, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210131162"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036955181","display_name":"Guibin Zhang","orcid":"https://orcid.org/0000-0002-8350-1913"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210131162","display_name":"Fifth Hospital In Wuhan","ror":"https://ror.org/02hpna219","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210131162"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Guibin Zhang","raw_affiliation_strings":["Xi\u2019an Fifth Hospital, Shaanxi, 710082, China","Xi'an Fifth Hospital, Shaanxi, 710082, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Xi\u2019an Fifth Hospital, Shaanxi, 710082, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210131162"]},{"raw_affiliation_string":"Xi'an Fifth Hospital, Shaanxi, 710082, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210131162"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5036955181"],"corresponding_institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210131162"],"apc_list":{"value":2090,"currency":"USD","value_usd":2090},"apc_paid":{"value":2090,"currency":"USD","value_usd":2090},"fwci":0.4044,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.49317178,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"16","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9832000136375427,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9832000136375427,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9771000146865845,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9593999981880188,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7080071568489075},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5485209226608276},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.4974689781665802},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4957941472530365},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45791780948638916},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4415777623653412},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.4236077666282654},{"id":"https://openalex.org/keywords/relationship-extraction","display_name":"Relationship extraction","score":0.42050477862358093},{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.41830840706825256},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4007324278354645},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3642173409461975},{"id":"https://openalex.org/keywords/information-extraction","display_name":"Information extraction","score":0.27846503257751465},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.17887884378433228},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09880605340003967}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7080071568489075},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5485209226608276},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.4974689781665802},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4957941472530365},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45791780948638916},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4415777623653412},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.4236077666282654},{"id":"https://openalex.org/C153604712","wikidata":"https://www.wikidata.org/wiki/Q7310755","display_name":"Relationship extraction","level":3,"score":0.42050477862358093},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.41830840706825256},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4007324278354645},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3642173409461975},{"id":"https://openalex.org/C195807954","wikidata":"https://www.wikidata.org/wiki/Q1662562","display_name":"Information extraction","level":2,"score":0.27846503257751465},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.17887884378433228},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09880605340003967},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44196-023-00219-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-023-00219-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00219-4.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:989754aa081a4054a757e93a36f68ae4","is_oa":true,"landing_page_url":"https://doaj.org/article/989754aa081a4054a757e93a36f68ae4","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":"International Journal of Computational Intelligence Systems, Vol 16, Iss 1, Pp 1-12 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44196-023-00219-4","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-023-00219-4","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-023-00219-4.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.75,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4353090104.pdf"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1935064633","https://openalex.org/W1952978608","https://openalex.org/W2020487656","https://openalex.org/W2022166150","https://openalex.org/W2052947212","https://openalex.org/W2078990683","https://openalex.org/W2080133951","https://openalex.org/W2094728533","https://openalex.org/W2100276951","https://openalex.org/W2107306718","https://openalex.org/W2110709740","https://openalex.org/W2127795553","https://openalex.org/W2129086686","https://openalex.org/W2205584621","https://openalex.org/W2251091211","https://openalex.org/W2251135946","https://openalex.org/W2283196293","https://openalex.org/W2347016116","https://openalex.org/W2515462165","https://openalex.org/W2759136286","https://openalex.org/W2778973872","https://openalex.org/W2782489923","https://openalex.org/W2885911173","https://openalex.org/W2924436973","https://openalex.org/W2951450498","https://openalex.org/W2962950859","https://openalex.org/W3004779010","https://openalex.org/W3130491026","https://openalex.org/W4307392750","https://openalex.org/W4313526646"],"related_works":["https://openalex.org/W4249377076","https://openalex.org/W4210389441","https://openalex.org/W4387688064","https://openalex.org/W1910186363","https://openalex.org/W2085384747","https://openalex.org/W2088166309","https://openalex.org/W2395241803","https://openalex.org/W1891216533","https://openalex.org/W2003211637","https://openalex.org/W2021488205"],"abstract_inverted_index":{"Abstract":[0],"This":[1,57],"paper":[2],"studies":[3],"the":[4,20,50,53,60,69,75,79,83,98,114,128,136],"extraction":[5],"of":[6,12,22,29,52,65,78,82,123,132,139],"information":[7,77],"from":[8,68,127],"unstructured":[9,70,129],"text":[10,66,130],"data":[11,71,131],"medical":[13,17,35,55],"literature":[14],"and":[15,24,41,73,106,134,152,159,164],"electronic":[16,34,54],"records":[18,36],"in":[19,49,146],"field":[21,51],"medicine,":[23,133],"proposes":[25],"a":[26,44,90,120,154],"TCM-KR":[27,115],"method":[28,58,87,116],"knowledge":[30,80,126],"reasoning":[31],"based":[32,88],"on":[33,46,89],"to":[37,96],"enhance":[38],"association":[39,47],"rules,":[40],"carries":[42],"out":[43],"study":[45],"characteristics":[48,138],"record.":[56],"abstracts":[59],"word":[61],"bag":[62],"representation":[63,72],"mode":[64],"semantics":[67],"integrates":[74],"correlation":[76,137],"graph":[81,91],"medicine":[84],"domain.":[85],"The":[86,109],"convolutional":[92],"network":[93],"was":[94],"used":[95],"predict":[97,135],"unknown":[99],"associations'":[100],"relations":[101],"between":[102],"viscera,":[103],"channel":[104,107],"tropism,":[105,143],"distribution.":[108],"experimental":[110],"results":[111],"show":[112],"that":[113],"can":[117],"efficiently":[118],"infer":[119],"large":[121],"amount":[122],"high-quality":[124],"triple":[125],"Syndromes-Viscera,":[140],"Chinese":[141],"medicinal-Channel":[142],"Acupoints-Channel":[144],"distribution":[145],"treating":[147],"lumbar":[148],"intervertebral":[149],"disc":[150],"prolapse":[151],"provide":[153],"dedicated":[155],"machine":[156],"learning":[157],"model":[158],"guidance":[160],"for":[161],"clinical":[162],"diagnosis":[163],"treatment.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
