{"id":"https://openalex.org/W2795065478","doi":"https://doi.org/10.1055/s-0038-1639482","title":"Text Mining and Automation for Processing of Patient Referrals","display_name":"Text Mining and Automation for Processing of Patient Referrals","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2795065478","doi":"https://doi.org/10.1055/s-0038-1639482","mag":"2795065478","pmid":"https://pubmed.ncbi.nlm.nih.gov/29590681"},"language":"en","primary_location":{"id":"doi:10.1055/s-0038-1639482","is_oa":true,"landing_page_url":"https://doi.org/10.1055/s-0038-1639482","pdf_url":"http://www.thieme-connect.de/products/ejournals/pdf/10.1055/s-0038-1639482.pdf","source":{"id":"https://openalex.org/S187139995","display_name":"Applied Clinical Informatics","issn_l":"1869-0327","issn":["1869-0327"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320000","host_organization_name":"Thieme Medical Publishers (Germany)","host_organization_lineage":["https://openalex.org/P4310320000"],"host_organization_lineage_names":["Thieme Medical Publishers (Germany)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Clinical Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"http://www.thieme-connect.de/products/ejournals/pdf/10.1055/s-0038-1639482.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077682091","display_name":"James Todd","orcid":"https://orcid.org/0000-0002-6555-4632"},"institutions":[{"id":"https://openalex.org/I120125038","display_name":"Bond University","ror":"https://ror.org/006jxzx88","country_code":"AU","type":"education","lineage":["https://openalex.org/I120125038"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"James Todd","raw_affiliation_strings":["Bond Business School, Bond University, Gold Coast, Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bond Business School, Bond University, Gold Coast, Queensland, Australia","institution_ids":["https://openalex.org/I120125038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067166627","display_name":"Brent Richards","orcid":"https://orcid.org/0000-0003-2613-0308"},"institutions":[{"id":"https://openalex.org/I2800155786","display_name":"Gold Coast Hospital","ror":"https://ror.org/05eq01d13","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I2800155786","https://openalex.org/I2801244131"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Brent Richards","raw_affiliation_strings":["Department of  Intensive Care, Gold Coast University Hospital, Gold Coast, Queensland, Australia","Department of Intensive Care, Gold Coast University Hospital, Gold Coast, Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of  Intensive Care, Gold Coast University Hospital, Gold Coast, Queensland, Australia","institution_ids":["https://openalex.org/I2800155786"]},{"raw_affiliation_string":"Department of Intensive Care, Gold Coast University Hospital, Gold Coast, Queensland, Australia","institution_ids":["https://openalex.org/I2800155786"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012680322","display_name":"Bruce Vanstone","orcid":"https://orcid.org/0000-0002-3977-2468"},"institutions":[{"id":"https://openalex.org/I120125038","display_name":"Bond University","ror":"https://ror.org/006jxzx88","country_code":"AU","type":"education","lineage":["https://openalex.org/I120125038"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Bruce Vanstone","raw_affiliation_strings":["Bond Business School, Bond University, Gold Coast, Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bond Business School, Bond University, Gold Coast, Queensland, Australia","institution_ids":["https://openalex.org/I120125038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003410304","display_name":"Adrian Gepp","orcid":"https://orcid.org/0000-0003-1666-5501"},"institutions":[{"id":"https://openalex.org/I120125038","display_name":"Bond University","ror":"https://ror.org/006jxzx88","country_code":"AU","type":"education","lineage":["https://openalex.org/I120125038"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Adrian Gepp","raw_affiliation_strings":["Bond Business School, Bond University, Gold Coast, Queensland, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Bond Business School, Bond University, Gold Coast, Queensland, Australia","institution_ids":["https://openalex.org/I120125038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.06,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.88040224,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"09","issue":"01","first_page":"232","last_page":"237"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12918","display_name":"Healthcare Systems and Technology","score":0.8241000175476074,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12918","display_name":"Healthcare Systems and Technology","score":0.8241000175476074,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.05000000074505806,"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/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.01209999993443489,"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":0.7343106269836426},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7059974670410156},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.6748980283737183},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5657774806022644},{"id":"https://openalex.org/keywords/referral","display_name":"Referral","score":0.4808236360549927},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.4571499824523926},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4212430417537689},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4200809597969055},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40929344296455383},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.40859174728393555},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3920283317565918},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.39053621888160706},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23349344730377197}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7343106269836426},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7059974670410156},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6748980283737183},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5657774806022644},{"id":"https://openalex.org/C2776135927","wikidata":"https://www.wikidata.org/wiki/Q5242559","display_name":"Referral","level":2,"score":0.4808236360549927},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.4571499824523926},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4212430417537689},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4200809597969055},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40929344296455383},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40859174728393555},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3920283317565918},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.39053621888160706},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23349344730377197},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001331","descriptor_name":"Automation","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":"D012017","descriptor_name":"Referral and Consultation","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D012017","descriptor_name":"Referral and Consultation","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D012017","descriptor_name":"Referral and Consultation","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":7,"locations":[{"id":"doi:10.1055/s-0038-1639482","is_oa":true,"landing_page_url":"https://doi.org/10.1055/s-0038-1639482","pdf_url":"http://www.thieme-connect.de/products/ejournals/pdf/10.1055/s-0038-1639482.pdf","source":{"id":"https://openalex.org/S187139995","display_name":"Applied Clinical Informatics","issn_l":"1869-0327","issn":["1869-0327"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320000","host_organization_name":"Thieme Medical Publishers (Germany)","host_organization_lineage":["https://openalex.org/P4310320000"],"host_organization_lineage_names":["Thieme Medical Publishers (Germany)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Clinical Informatics","raw_type":"journal-article"},{"id":"pmid:29590681","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29590681","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":"Applied clinical informatics","raw_type":null},{"id":"pmh:oai:https://pure.bond.edu.au/:publications/5015d364-ed3f-4b79-abf2-58dbaec50faf","is_oa":true,"landing_page_url":"https://www.thieme-connect.de/products/ejournals/pdf/10.1055/s-0038-1639482.pdf","pdf_url":"https://research.bond.edu.au/en/publications/5015d364-ed3f-4b79-abf2-58dbaec50faf","source":{"id":"https://openalex.org/S4306402608","display_name":"Bond University Research Portal (Bond University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I120125038","host_organization_name":"Bond University","host_organization_lineage":["https://openalex.org/I120125038"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Todd , J , Richards , B , Vanstone , B J &amp; Gepp , A 2018 , ' Text Mining and Automation for Processing of Patient Referrals ' , Applied Clinical Informatics , vol. 9 , no. 1 , pp. 232-237 . https://doi.org/10.1055/s-0038-1639482","raw_type":"article"},{"id":"pmh:oai:https://pure.bond.edu.au/:openaire/5015d364-ed3f-4b79-abf2-58dbaec50faf","is_oa":true,"landing_page_url":"https://research.bond.edu.au/en/publications/5015d364-ed3f-4b79-abf2-58dbaec50faf","pdf_url":null,"source":{"id":"https://openalex.org/S4306402608","display_name":"Bond University Research Portal (Bond University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I120125038","host_organization_name":"Bond University","host_organization_lineage":["https://openalex.org/I120125038"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Todd, J, Richards, B, Vanstone, B J & Gepp, A 2018, 'Text Mining and Automation for Processing of Patient Referrals', Applied Clinical Informatics, vol. 9, no. 1, pp. 232-237. https://doi.org/10.1055/s-0038-1639482","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:europepmc.org:5284967","is_oa":false,"landing_page_url":"http://europepmc.org/pmc/articles/PMC5874137","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:5874137","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5874137","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Appl Clin Inform","raw_type":"Text"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/390783","is_oa":true,"landing_page_url":"http://hdl.handle.net/10072/390783","pdf_url":null,"source":{"id":"https://openalex.org/S4306402548","display_name":"Griffith Research Online (Griffith University, Queensland, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11701301","host_organization_name":"Griffith University","host_organization_lineage":["https://openalex.org/I11701301"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"}],"best_oa_location":{"id":"doi:10.1055/s-0038-1639482","is_oa":true,"landing_page_url":"https://doi.org/10.1055/s-0038-1639482","pdf_url":"http://www.thieme-connect.de/products/ejournals/pdf/10.1055/s-0038-1639482.pdf","source":{"id":"https://openalex.org/S187139995","display_name":"Applied Clinical Informatics","issn_l":"1869-0327","issn":["1869-0327"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320000","host_organization_name":"Thieme Medical Publishers (Germany)","host_organization_lineage":["https://openalex.org/P4310320000"],"host_organization_lineage_names":["Thieme Medical Publishers (Germany)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Clinical Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.4699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2795065478.pdf","grobid_xml":"https://content.openalex.org/works/W2795065478.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W2092682353","https://openalex.org/W2096252540","https://openalex.org/W2153590513","https://openalex.org/W2238966896","https://openalex.org/W2288055910","https://openalex.org/W2582743722","https://openalex.org/W2768488789","https://openalex.org/W2773432123"],"related_works":["https://openalex.org/W2590224211","https://openalex.org/W1966261153","https://openalex.org/W2371771839","https://openalex.org/W2380083969","https://openalex.org/W2619488769","https://openalex.org/W1414602831","https://openalex.org/W2368434131","https://openalex.org/W2285673348","https://openalex.org/W2376026083","https://openalex.org/W3112082055"],"abstract_inverted_index":{"BACKGROUND:":[0],"Various":[1],"tasks":[2],"within":[3],"health":[4],"care":[5],"processes":[6],"are":[7,99,114],"repetitive":[8],"and":[9,50,62,92,128,138,167,174,203,223],"time-consuming,":[10],"requiring":[11],"personnel":[12],"who":[13],"could":[14],"be":[15,40,144,176],"better":[16],"utilized":[17],"elsewhere.":[18],"The":[19,96],"task":[20,229],"of":[21,34,47,71,104,119,169,177,199,220,235],"assigning":[22],"clinical":[23],"urgency":[24],"categories":[25],"to":[26,42,60,88,149,179,210,225,232],"internal":[27],"patient":[28,83],"referrals":[29,84,202],"is":[30,79,193],"one":[31],"such":[32],"case":[33],"a":[35,64,102,117,151,205,217,227],"time-consuming":[36],"process,":[37],"which":[38],"may":[39],"amenable":[41],"automation":[43],"through":[44],"the":[45,68,72,125,129,164,197],"application":[46,219],"text":[48,221],"mining":[49,222],"natural":[51],"language":[52],"processing":[53],"(NLP)":[54],"techniques.":[55],"OBJECTIVE:":[56],"This":[57,133,186,213],"article":[58],"aims":[59],"trial":[61],"evaluate":[63],"pilot":[65,134,165,187],"study":[66,135,166,188,214],"for":[67,75,110,146,156,159,195,201,207],"first":[69],"component":[70],"task-determining":[73],"reasons":[74,109,158,200],"referrals.":[76,160],"METHODS:":[77],"Text":[78],"extracted":[80],"from":[81],"scanned":[82],"before":[85],"being":[86],"processed":[87,97,126],"remove":[89],"nonsensical":[90],"symbols":[91],"identify":[93],"key":[94],"information.":[95],"data":[98,127],"compared":[100],"against":[101],"list":[103],"conditions":[105],"that":[106,141,191],"represent":[107],"possible":[108],"referral.":[111],"Similarity":[112],"scores":[113],"used":[115,123],"as":[116],"measure":[118],"overlap":[120],"in":[121,124,163,230],"terms":[122],"condition":[130],"list.":[131],"RESULTS:":[132],"was":[136],"successful,":[137],"results":[139],"indicate":[140],"it":[142],"would":[143],"valuable":[145],"future":[147],"research":[148],"develop":[150],"more":[152],"sophisticated":[153],"classification":[154],"model":[155],"determining":[157],"Issues":[161],"encountered":[162],"methods":[168],"addressing":[170],"them":[171],"were":[172],"outlined":[173,216],"should":[175],"use":[178],"researchers":[180],"working":[181],"on":[182],"similar":[183],"problems.":[184],"CONCLUSION:":[185],"successfully":[189],"demonstrated":[190],"there":[192],"potential":[194,218],"automating":[196,226],"assignment":[198],"provides":[204],"foundation":[206],"further":[208],"work":[209],"build":[211],"on.":[212],"also":[215],"NLP":[224],"manual":[228],"hospitals":[231],"save":[233],"time":[234],"human":[236],"resources.":[237]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
