{"id":"https://openalex.org/W2977851263","doi":"https://doi.org/10.3233/shti190242","title":"Improving the Prescription Process Information Support with Structured Medical Prospectuses Using Neural Networks","display_name":"Improving the Prescription Process Information Support with Structured Medical Prospectuses Using Neural Networks","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2977851263","doi":"https://doi.org/10.3233/shti190242","mag":"2977851263","pmid":"https://pubmed.ncbi.nlm.nih.gov/31437944"},"language":"en","primary_location":{"id":"doi:10.3233/shti190242","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti190242","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":"book-chapter","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti190242","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Chirila Oana Sorina","orcid":null},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Chirila Oana Sorina","raw_affiliation_strings":["Department of Automation and Applied Informatics, University Politehnica Timi\u015foara, Timi\u015foara, Timi\u015f, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Automation and Applied Informatics, University Politehnica Timi\u015foara, Timi\u015foara, Timi\u015f, Romania","institution_ids":["https://openalex.org/I3122695212"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chirila Ciprian Bogdan","orcid":null},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Chirila Ciprian Bogdan","raw_affiliation_strings":["Department of Computers and Information Technology, University Politehnica Timi\u015foara, Timi\u015foara, Timi\u015f, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computers and Information Technology, University Politehnica Timi\u015foara, Timi\u015foara, Timi\u015f, Romania","institution_ids":["https://openalex.org/I3122695212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053408953","display_name":"L\u0103cr\u0103mioara Stoicu-Tivadar","orcid":"https://orcid.org/0000-0001-9700-7732"},"institutions":[{"id":"https://openalex.org/I3122695212","display_name":"Polytechnic University of Timi\u015foara","ror":"https://ror.org/02v91gy68","country_code":"RO","type":"education","lineage":["https://openalex.org/I3122695212"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Stoicu-Tivadar L\u0103cr\u0103mioara","raw_affiliation_strings":["Department of Automation and Applied Informatics, University Politehnica Timi\u015foara, Timi\u015foara, Timi\u015f, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Automation and Applied Informatics, University Politehnica Timi\u015foara, Timi\u015foara, Timi\u015f, Romania","institution_ids":["https://openalex.org/I3122695212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3122695212"],"apc_list":null,"apc_paid":null,"fwci":0.6365,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72259786,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"264","issue":null,"first_page":"353","last_page":"357"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9199000000953674,"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":0.9199000000953674,"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/prospectus","display_name":"Prospectus","score":0.9898602962493896},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5974693298339844},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5822064280509949},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5666375756263733},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5600618720054626},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5386331677436829},{"id":"https://openalex.org/keywords/structuring","display_name":"Structuring","score":0.4632495641708374},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4313921332359314},{"id":"https://openalex.org/keywords/medical-prescription","display_name":"Medical prescription","score":0.4297100305557251},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3802659511566162},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.25875377655029297},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.1828211545944214},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.07279977202415466}],"concepts":[{"id":"https://openalex.org/C2780916735","wikidata":"https://www.wikidata.org/wiki/Q669584","display_name":"Prospectus","level":2,"score":0.9898602962493896},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5974693298339844},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5822064280509949},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5666375756263733},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5600618720054626},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5386331677436829},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.4632495641708374},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4313921332359314},{"id":"https://openalex.org/C2426938","wikidata":"https://www.wikidata.org/wiki/Q3355478","display_name":"Medical prescription","level":2,"score":0.4297100305557251},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3802659511566162},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.25875377655029297},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.1828211545944214},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.07279977202415466},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055656","descriptor_name":"Prescriptions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055656","descriptor_name":"Prescriptions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055656","descriptor_name":"Prescriptions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti190242","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti190242","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:31437944","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31437944","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/shti190242","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti190242","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":[{"display_name":"Peace, Justice and strong institutions","score":0.5099999904632568,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2492772043","https://openalex.org/W3022552739","https://openalex.org/W3022935932","https://openalex.org/W3022602220","https://openalex.org/W3021696323","https://openalex.org/W2026936163","https://openalex.org/W2724998497","https://openalex.org/W2965237322","https://openalex.org/W4366598186","https://openalex.org/W2492972784"],"abstract_inverted_index":{"To":[0,40],"provide":[1],"the":[2,11,14,17,32,42,85,88,106,115,132,138],"best":[3,135],"treatment,":[4,133],"a":[5,45],"physician":[6],"needs":[7],"information":[8,43],"about":[9],"both":[10],"patient":[12,18],"and":[13,20,63,96,113],"medicines":[15],"matching":[16,134],"status":[19],"improving":[21],"it.":[22],"In":[23],"this":[24],"article,":[25],"we":[26,48],"present":[27],"three":[28,86],"methods":[29],"for":[30,73,99,131],"structuring":[31],"sections":[33,57,60],"of":[34,67,94,117],"medical":[35,46],"prospectuses":[36,62,89],"using":[37],"neural":[38,74],"networks.":[39,75],"structure":[41],"from":[44,56,61],"prospectus":[47],"use":[49],"3":[50],"web":[51],"sources":[52],"with":[53,64,128,137],"structured":[54],"data":[55,123],"(with":[58],"names":[59,66],"uniformized":[65],"sections)":[68],"to":[69],"train":[70],"as":[71],"input":[72],"The":[76,121],"tests":[77],"were":[78,90],"conducted":[79],"on":[80],"Romanian":[81],"prospectuses.":[82],"After":[83],"running":[84],"algorithms,":[87],"compared":[91],"in":[92,110,114,126],"terms":[93],"accuracy":[95,107],"execution":[97],"time":[98],"each":[100],"source.":[101],"It":[102],"was":[103],"concluded":[104],"that":[105],"is":[108,124],"higher":[109],"convolutional":[111],"networks":[112],"case":[116],"uniform":[118],"name":[119],"sections.":[120],"output":[122],"used":[125],"applications":[127],"decision":[129],"support":[130],"treatment":[136],"patient's":[139],"status.":[140]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
