{"id":"https://openalex.org/W2786423824","doi":"https://doi.org/10.3233/978-1-61499-830-3-609","title":"Automating the Identification of Patient Safety Incident Reports Using Multi-Label Classification","display_name":"Automating the Identification of Patient Safety Incident Reports Using Multi-Label Classification","publication_year":2017,"publication_date":"2017-01-01","ids":{"openalex":"https://openalex.org/W2786423824","doi":"https://doi.org/10.3233/978-1-61499-830-3-609","mag":"2786423824","pmid":"https://pubmed.ncbi.nlm.nih.gov/29295168"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-830-3-609","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-61499-830-3-609","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/10.3233/978-1-61499-830-3-609","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Wang Ying","orcid":null},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Wang Ying","raw_affiliation_strings":["Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088581420","display_name":"Enrico Coiera","orcid":"https://orcid.org/0000-0002-6444-6584"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Coiera Enrico","raw_affiliation_strings":["Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University, Australia","institution_ids":["https://openalex.org/I99043593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089875749","display_name":"W. B. Runciman","orcid":"https://orcid.org/0000-0001-8489-0693"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Runciman William","raw_affiliation_strings":["Centre for Population Health Research, School of Health Sciences, University of South Australia, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Population Health Research, School of Health Sciences, University of South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036279488","display_name":"Farah Magrabi","orcid":"https://orcid.org/0000-0002-8426-5588"},"institutions":[{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Magrabi Farah","raw_affiliation_strings":["Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Health Informatics, Australian Institute of Health Innovation, Macquarie University, Australia","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.6789,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.97586207,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"245","issue":null,"first_page":"609","last_page":"613"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12790","display_name":"Nursing Diagnosis and Documentation","score":0.8561999797821045,"subfield":{"id":"https://openalex.org/subfields/2910","display_name":"Issues, ethics and legal aspects"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12790","display_name":"Nursing Diagnosis and Documentation","score":0.8561999797821045,"subfield":{"id":"https://openalex.org/subfields/2910","display_name":"Issues, ethics and legal aspects"},"field":{"id":"https://openalex.org/fields/29","display_name":"Nursing"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.8284000158309937,"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/T10028","display_name":"Topic Modeling","score":0.8029999732971191,"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":0.6999104022979736},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6918473243713379},{"id":"https://openalex.org/keywords/multi-label-classification","display_name":"Multi-label classification","score":0.6248500943183899},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6194452047348022},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.616692841053009},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5659157037734985},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.48821309208869934},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.48484933376312256},{"id":"https://openalex.org/keywords/multiclass-classification","display_name":"Multiclass classification","score":0.4376007616519928},{"id":"https://openalex.org/keywords/incident-report","display_name":"Incident report","score":0.4305473566055298},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3979690372943878},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3761747479438782},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.07724577188491821}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6999104022979736},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6918473243713379},{"id":"https://openalex.org/C2776482837","wikidata":"https://www.wikidata.org/wiki/Q3553958","display_name":"Multi-label classification","level":2,"score":0.6248500943183899},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6194452047348022},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.616692841053009},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5659157037734985},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.48821309208869934},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.48484933376312256},{"id":"https://openalex.org/C123860398","wikidata":"https://www.wikidata.org/wiki/Q6934605","display_name":"Multiclass classification","level":3,"score":0.4376007616519928},{"id":"https://openalex.org/C2909164965","wikidata":"https://www.wikidata.org/wiki/Q6014597","display_name":"Incident report","level":2,"score":0.4305473566055298},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3979690372943878},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3761747479438782},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.07724577188491821}],"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":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D061214","descriptor_name":"Patient Safety","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D061214","descriptor_name":"Patient Safety","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D061214","descriptor_name":"Patient Safety","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false},{"descriptor_ui":"D064420","descriptor_name":"Drug-Related Side Effects and Adverse Reactions","qualifier_ui":"Q000145","qualifier_name":"classification","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/978-1-61499-830-3-609","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-61499-830-3-609","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:29295168","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29295168","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:10.3233/978-1-61499-830-3-609","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-61499-830-3-609","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":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4293279049","https://openalex.org/W4365511164","https://openalex.org/W4376528628","https://openalex.org/W1537592868","https://openalex.org/W2470590370","https://openalex.org/W2964297678","https://openalex.org/W3207192536","https://openalex.org/W2510206144","https://openalex.org/W2910954186","https://openalex.org/W2766712954"],"abstract_inverted_index":{"Automated":[0],"identification":[1],"provides":[2],"an":[3,95],"efficient":[4],"way":[5],"to":[6,21,70,134],"categorize":[7],"patient":[8,24,42],"safety":[9,25,43],"incidents.":[10],"Previous":[11],"studies":[12],"have":[13],"focused":[14],"on":[15,122],"identifying":[16],"single":[17,47,76],"incident":[18,73,138],"types":[19,35,74],"relating":[20],"a":[22,46],"specific":[23],"problem,":[26],"e.g.,":[27],"clinical":[28],"handover.":[29],"In":[30],"reality,":[31],"there":[32],"are":[33],"multiple":[34,51,58,72],"of":[36,41,66,89,97],"incidents":[37],"reflecting":[38],"the":[39,64,101],"breadth":[40],"problems":[44,146],"and":[45,87,115,124,147],"report":[48],"may":[49],"describe":[50],"problems,":[52],"i.e.,":[53],"it":[54],"can":[55],"be":[56],"assigned":[57],"type":[59],"labels.":[60],"This":[61],"study":[62],"evaluated":[63],"abilty":[65],"multi-label":[67,79],"classification":[68],"methods":[69,80],"identify":[71,135],"in":[75],"reports.":[77],"Three":[78],"were":[81,132],"evaluated:":[82],"binary":[83,106],"relevance,":[84],"classifier":[85,90,98],"chains":[86,99],"ensemble":[88,96],"chains.":[91],"We":[92],"found":[93],"that":[94],"was":[100],"most":[102],"effective":[103],"method":[104],"using":[105],"Support":[107],"Vector":[108],"Machines":[109],"with":[110],"radial":[111],"basis":[112],"function":[113],"kernel":[114],"bag-of-words":[116],"feature":[117],"extraction,":[118],"performing":[119],"equally":[120],"well":[121],"balanced":[123],"stratified":[125],"datasets,":[126],"(F-score:":[127],"73.7%":[128],"vs.":[129],"74.7%).":[130],"Classifiers":[131],"able":[133],"six":[136],"common":[137],"types:":[139],"falls,":[140],"medications,":[141],"pressure":[142],"injury,":[143],"aggression,":[144],"documentation":[145],"others.":[148]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
