{"id":"https://openalex.org/W3036833856","doi":"https://doi.org/10.3233/shti200439","title":"Predicting Diagnosis Code from Medication List of an Electronic Medical Record Using Convolutional Neural Network","display_name":"Predicting Diagnosis Code from Medication List of an Electronic Medical Record Using Convolutional Neural Network","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3036833856","doi":"https://doi.org/10.3233/shti200439","mag":"3036833856","pmid":"https://pubmed.ncbi.nlm.nih.gov/32570656"},"language":"en","primary_location":{"id":"doi:10.3233/shti200439","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti200439","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti200439","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088742099","display_name":"Jakir Hossain Bhuiyan Masud","orcid":"https://orcid.org/0000-0002-4542-3862"},"institutions":[{"id":"https://openalex.org/I47519274","display_name":"Taipei Medical University","ror":"https://ror.org/05031qk94","country_code":"TW","type":"education","lineage":["https://openalex.org/I47519274"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Masud Jakir Hossain Bhuiyan","raw_affiliation_strings":["Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan","institution_ids":["https://openalex.org/I47519274"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110693613","display_name":"Ming Chin Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158385","display_name":"Taipei Medical University-Shuang Ho Hospital","ror":"https://ror.org/04k9dce70","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210158385"]},{"id":"https://openalex.org/I47519274","display_name":"Taipei Medical University","ror":"https://ror.org/05031qk94","country_code":"TW","type":"education","lineage":["https://openalex.org/I47519274"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Lin Ming-Chin","raw_affiliation_strings":["Division of Neurosurgery, Department of Surgery, Shuang-Ho Hospital, Taipei, Taiwan","Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan","Taipei Neuroscience Institute, Taipei Medical University, Taipei, Taiwan"],"affiliations":[{"raw_affiliation_string":"Division of Neurosurgery, Department of Surgery, Shuang-Ho Hospital, Taipei, Taiwan","institution_ids":["https://openalex.org/I4210158385"]},{"raw_affiliation_string":"Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei, Taiwan","institution_ids":["https://openalex.org/I47519274"]},{"raw_affiliation_string":"Taipei Neuroscience Institute, Taipei Medical University, Taipei, Taiwan","institution_ids":["https://openalex.org/I47519274"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5088742099"],"corresponding_institution_ids":["https://openalex.org/I47519274"],"apc_list":null,"apc_paid":null,"fwci":0.3856,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.58949434,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"270","issue":null,"first_page":"1355","last_page":"1356"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9754999876022339,"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"}},"topics":[{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9754999876022339,"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"}},{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.9674000144004822,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T14400","display_name":"Medical Coding and Health Information","score":0.9589999914169312,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7083788514137268},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6419516801834106},{"id":"https://openalex.org/keywords/electronic-medical-record","display_name":"Electronic medical record","score":0.5840107798576355},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.5763847827911377},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.5620555877685547},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5318030714988708},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.5051520466804504},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.41189658641815186},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3941326439380646},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3512200117111206},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.34415990114212036},{"id":"https://openalex.org/keywords/medical-emergency","display_name":"Medical emergency","score":0.3332764506340027},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.3239656984806061},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1296142041683197},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.12103328108787537}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7083788514137268},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6419516801834106},{"id":"https://openalex.org/C3018060332","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic medical record","level":2,"score":0.5840107798576355},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.5763847827911377},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.5620555877685547},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5318030714988708},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.5051520466804504},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.41189658641815186},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3941326439380646},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3512200117111206},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.34415990114212036},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.3332764506340027},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.3239656984806061},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1296142041683197},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.12103328108787537},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010820","descriptor_name":"Physicians","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013624","descriptor_name":"Taiwan","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013624","descriptor_name":"Taiwan","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013624","descriptor_name":"Taiwan","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D038801","descriptor_name":"International Classification of Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D038801","descriptor_name":"International Classification of Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D038801","descriptor_name":"International Classification of Diseases","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti200439","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti200439","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:32570656","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32570656","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti200439","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti200439","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2391441194","https://openalex.org/W2091636677","https://openalex.org/W2381274092","https://openalex.org/W2034489805","https://openalex.org/W2385306558","https://openalex.org/W2371025015","https://openalex.org/W2182132744","https://openalex.org/W2319754990","https://openalex.org/W4205272636","https://openalex.org/W4214779231"],"abstract_inverted_index":{"Automated":[0],"coding":[1],"and":[2,49,66,77,130],"classification":[3],"systems":[4],"play":[5],"a":[6,120],"role":[7],"in":[8],"healthcare":[9],"for":[10,64,68,146],"quality":[11],"of":[12,24,43,47,81,117],"care.":[13],"Our":[14],"objective":[15],"was":[16,58,119],"to":[17,96,136],"predict":[18,97],"diagnosis":[19],"code":[20,86],"from":[21,39,53,108,122],"medication":[22,73],"list":[23,74],"electronic":[25],"medical":[26],"record":[27],"(EMR)":[28],"using":[29],"convolutional":[30],"neural":[31],"network":[32],"(CNN).":[33],"We":[34,71,134],"collected":[35],"the":[36,105],"clinical":[37],"note":[38],"outpatient":[40],"department":[41,124],"(OPD)":[42],"Wanfang":[44],"hospital,":[45],"Taiwan":[46],"2016":[48],"used":[50,72,93],"three":[51,54,106,109],"physicians":[52,107],"departments.":[55],"The":[56,114],"dataset":[57],"split":[59],"into":[60],"two":[61],"parts,":[62],"90%":[63],"training":[65],"10%":[67],"test":[69],"cases.":[70],"as":[75,87,141],"input":[76],"International":[78],"Statistical":[79],"Classification":[80],"Diseases":[82],"10":[83,99],"(ICD":[84],"10)":[85],"output.":[88],"After":[89],"data":[90],"preprocess,":[91],"we":[92],"word2vector":[94],"CNN":[95],"ICD":[98],"code.":[100],"This":[101],"study":[102],"shows":[103],"all":[104],"departments":[110],"achieved":[111,125],"better":[112],"performance.":[113],"best":[115],"performance":[116],"model":[118],"physician":[121],"cardiology":[123],"precision":[126],"69%,":[127],"recall":[128],"89%":[129],"F":[131],"measure":[132],"78%.":[133],"need":[135],"include":[137],"more":[138],"component":[139],"such":[140],"text":[142],"data,":[143],"lab":[144],"report":[145],"evaluation.":[147]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-02-25T21:11:00.739837","created_date":"2025-10-10T00:00:00"}