{"id":"https://openalex.org/W2887589318","doi":"https://doi.org/10.3233/978-1-61499-880-8-89","title":"Structuring Clinical Decision Support Rules for Drug Safety Using Natural Language Processing","display_name":"Structuring Clinical Decision Support Rules for Drug Safety Using Natural Language Processing","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2887589318","doi":"https://doi.org/10.3233/978-1-61499-880-8-89","mag":"2887589318","pmid":"https://pubmed.ncbi.nlm.nih.gov/29968609"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-880-8-89","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-880-8-89","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":null,"license_id":null,"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":"green","oa_url":"https://research.edgehill.ac.uk/ws/files/20066744/DrugCDSRulesNLP.4.1.CR.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Despotou George","orcid":null},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Despotou George","raw_affiliation_strings":["Institute of Digital Healthcare, WMG, University of Warwick, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Digital Healthcare, WMG, University of Warwick, UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060320466","display_name":"Ioannis Korkontzelos","orcid":"https://orcid.org/0000-0001-8052-2471"},"institutions":[{"id":"https://openalex.org/I165525304","display_name":"Edge Hill University","ror":"https://ror.org/028ndzd53","country_code":"GB","type":"education","lineage":["https://openalex.org/I165525304"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Korkontzelos Ioannis","raw_affiliation_strings":["Department of Computer Science, Edge Hill University, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Edge Hill University, UK","institution_ids":["https://openalex.org/I165525304"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Matragkas Nicholas","orcid":null},"institutions":[{"id":"https://openalex.org/I191240316","display_name":"University of Hull","ror":"https://ror.org/04nkhwh30","country_code":"GB","type":"education","lineage":["https://openalex.org/I191240316"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matragkas Nicholas","raw_affiliation_strings":["Department of Computer Science, University of Hull, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Hull, UK","institution_ids":["https://openalex.org/I191240316"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110449670","display_name":"Eda Bilici","orcid":null},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bilici Eda","raw_affiliation_strings":["Institute of Digital Healthcare, WMG, University of Warwick, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Digital Healthcare, WMG, University of Warwick, UK","institution_ids":["https://openalex.org/I39555362"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026657286","display_name":"Theodoros N. Arvanitis","orcid":"https://orcid.org/0000-0001-5473-135X"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Arvanitis Theodoros N.","raw_affiliation_strings":["Institute of Digital Healthcare, WMG, University of Warwick, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Digital Healthcare, WMG, University of Warwick, UK","institution_ids":["https://openalex.org/I39555362"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7973,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.72291563,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"251","issue":null,"first_page":"89","last_page":"92"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9945999979972839,"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":0.9945999979972839,"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":0.9918000102043152,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9628999829292297,"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/computer-science","display_name":"Computer science","score":0.689993679523468},{"id":"https://openalex.org/keywords/structuring","display_name":"Structuring","score":0.6756442189216614},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.6494148969650269},{"id":"https://openalex.org/keywords/meaning","display_name":"Meaning (existential)","score":0.5780739784240723},{"id":"https://openalex.org/keywords/medical-prescription","display_name":"Medical prescription","score":0.5630072951316833},{"id":"https://openalex.org/keywords/unified-medical-language-system","display_name":"Unified Medical Language System","score":0.5510032773017883},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.481481671333313},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.46036234498023987},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4559302031993866},{"id":"https://openalex.org/keywords/nice","display_name":"Nice","score":0.43241071701049805},{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.4290004074573517},{"id":"https://openalex.org/keywords/harm","display_name":"Harm","score":0.42260611057281494},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3931715786457062},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3494286835193634},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.28597021102905273},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.22737768292427063},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.12331920862197876},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.10285016894340515}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.689993679523468},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.6756442189216614},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.6494148969650269},{"id":"https://openalex.org/C2780876879","wikidata":"https://www.wikidata.org/wiki/Q3054749","display_name":"Meaning (existential)","level":2,"score":0.5780739784240723},{"id":"https://openalex.org/C2426938","wikidata":"https://www.wikidata.org/wiki/Q3355478","display_name":"Medical prescription","level":2,"score":0.5630072951316833},{"id":"https://openalex.org/C69505689","wikidata":"https://www.wikidata.org/wiki/Q455338","display_name":"Unified Medical Language System","level":2,"score":0.5510032773017883},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.481481671333313},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.46036234498023987},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4559302031993866},{"id":"https://openalex.org/C2779256446","wikidata":"https://www.wikidata.org/wiki/Q33959","display_name":"Nice","level":2,"score":0.43241071701049805},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.4290004074573517},{"id":"https://openalex.org/C2777363581","wikidata":"https://www.wikidata.org/wiki/Q15098235","display_name":"Harm","level":2,"score":0.42260611057281494},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3931715786457062},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3494286835193634},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.28597021102905273},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.22737768292427063},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.12331920862197876},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10285016894340515},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"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/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"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":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012660","descriptor_name":"Semantics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019300","descriptor_name":"Medical Errors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019300","descriptor_name":"Medical Errors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019300","descriptor_name":"Medical Errors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020000","descriptor_name":"Decision Support Systems, Clinical","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":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","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":false}],"locations_count":6,"locations":[{"id":"doi:10.3233/978-1-61499-880-8-89","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-880-8-89","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:29968609","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29968609","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},{"id":"pmh:oai:pure.atira.dk:openaire/39b00897-2308-4eef-96fc-3cae8e0b226b","is_oa":false,"landing_page_url":"https://research.edgehill.ac.uk/en/publications/39b00897-2308-4eef-96fc-3cae8e0b226b","pdf_url":null,"source":{"id":"https://openalex.org/S4306402462","display_name":"Edge Hill University Research Information Repository (Edge Hill University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165525304","host_organization_name":"Edge Hill University","host_organization_lineage":["https://openalex.org/I165525304"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Despotou, G, Korkontzelos, Y, Matragkas, N, Bilici, E & Arvanitis, T N 2018, Structuring Clinical Decision Support rules for drug safety using Natural Language Processing. in Not Known. vol. 251, pp. 89-92, 16th International Conference on Informatics, Management, and Technology in Healthcare (ICIMTH 2018), Athens, Greece, 6/07/18. https://doi.org/10.3233/978-1-61499-880-8-89","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.atira.dk:publications/39b00897-2308-4eef-96fc-3cae8e0b226b","is_oa":true,"landing_page_url":"http://ebooks.iospress.nl/volumearticle/49440","pdf_url":"https://research.edgehill.ac.uk/ws/files/20066744/DrugCDSRulesNLP.4.1.CR.pdf","source":{"id":"https://openalex.org/S4306402462","display_name":"Edge Hill University Research Information Repository (Edge Hill University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165525304","host_organization_name":"Edge Hill University","host_organization_lineage":["https://openalex.org/I165525304"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Despotou, G, Korkontzelos, Y, Matragkas, N, Bilici, E & Arvanitis, T N 2018, Structuring Clinical Decision Support rules for drug safety using Natural Language Processing. in Not Known. vol. 251, pp. 89-92, 16th International Conference on Informatics, Management, and Technology in Healthcare (ICIMTH 2018), Athens, Greece, 6/07/18. https://doi.org/10.3233/978-1-61499-880-8-89","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:wrap.warwick.ac.uk:104496","is_oa":true,"landing_page_url":null,"pdf_url":"http://wrap.warwick.ac.uk/104496/1/WRAP-structuring-clinical-decision-support-rules-drug-safety-Despotou-2018.pdf","source":{"id":"https://openalex.org/S4306400665","display_name":"Warwick Research Archive Portal (University of Warwick)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39555362","host_organization_name":"University of Warwick","host_organization_lineage":["https://openalex.org/I39555362"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Book Item"},{"id":"pmh:oai:repository.edgehill.ac.uk:10527","is_oa":false,"landing_page_url":"http://repository.edgehill.ac.uk/10527/1/DrugCDSRulesNLP.4.1.CR.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4406922844","display_name":"Edge Hill University Research Archive","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference or Workshop Item"}],"best_oa_location":{"id":"pmh:oai:pure.atira.dk:publications/39b00897-2308-4eef-96fc-3cae8e0b226b","is_oa":true,"landing_page_url":"http://ebooks.iospress.nl/volumearticle/49440","pdf_url":"https://research.edgehill.ac.uk/ws/files/20066744/DrugCDSRulesNLP.4.1.CR.pdf","source":{"id":"https://openalex.org/S4306402462","display_name":"Edge Hill University Research Information Repository (Edge Hill University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165525304","host_organization_name":"Edge Hill University","host_organization_lineage":["https://openalex.org/I165525304"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Despotou, G, Korkontzelos, Y, Matragkas, N, Bilici, E & Arvanitis, T N 2018, Structuring Clinical Decision Support rules for drug safety using Natural Language Processing. in Not Known. vol. 251, pp. 89-92, 16th International Conference on Informatics, Management, and Technology in Healthcare (ICIMTH 2018), Athens, Greece, 6/07/18. https://doi.org/10.3233/978-1-61499-880-8-89","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2887589318.pdf"},"referenced_works_count":5,"referenced_works":["https://openalex.org/W196498797","https://openalex.org/W2122402213","https://openalex.org/W2135781475","https://openalex.org/W2295589311","https://openalex.org/W2488026478"],"related_works":["https://openalex.org/W4380149316","https://openalex.org/W1984529021","https://openalex.org/W2116601738","https://openalex.org/W3121577759","https://openalex.org/W3046720081","https://openalex.org/W2200556363","https://openalex.org/W2767093258","https://openalex.org/W1525073044","https://openalex.org/W2122931948","https://openalex.org/W2142150392"],"abstract_inverted_index":{"Drug":[0],"safety":[1],"is":[2],"an":[3],"important":[4],"aspect":[5],"in":[6,9,27,49,76,87,107,119],"healthcare,":[7],"resulting":[8],"a":[10,37,50,123],"number":[11],"of":[12],"inadvertent":[13],"events,":[14],"which":[15],"may":[16],"harm":[17],"the":[18,71,85,88,111],"patients.":[19],"IT":[20,57],"based":[21],"Clinical":[22],"Decision":[23],"Support":[24],"(CDS),":[25],"integrated":[26],"electronic-prescription":[28],"or":[29],"Electronic":[30],"Health":[31],"Records":[32],"(EHR)":[33],"systems,":[34],"can":[35,53],"provide":[36],"means":[38],"for":[39,42,122],"checking":[40],"prescriptions":[41],"errors.":[43],"This":[44],"requires":[45],"expressing":[46],"prescription":[47],"guidelines":[48,69],"way":[51],"that":[52,99,113],"be":[54,117],"interpreted":[55],"by":[56,70],"systems.":[58],"The":[59,79,95],"paper":[60],"uses":[61],"Natural":[62],"Language":[63],"Processing":[64],"(NLP),":[65],"to":[66,101,109,116],"interpret":[67],"drug":[68],"UK":[72],"NICE":[73],"BNF":[74],"offered":[75],"free":[77],"text.":[78],"employed":[80],"NLP":[81],"component,":[82],"MetaMap,":[83],"identifies":[84],"concepts":[86,103,112],"instructions":[89],"and":[90],"interprets":[91],"their":[92],"semantic":[93,97],"meaning.":[94],"UMLS":[96],"types":[98],"correspond":[100],"these":[102],"are":[104,114],"then":[105],"processed,":[106],"order":[108],"understand":[110],"needed":[115],"implemented":[118],"software":[120],"engineering":[121],"CDS":[124],"engine.":[125]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
