{"id":"https://openalex.org/W4391229305","doi":"https://doi.org/10.3233/shti231073","title":"Visualising Healthcare Process Variability","display_name":"Visualising Healthcare Process Variability","publication_year":2024,"publication_date":"2024-01-25","ids":{"openalex":"https://openalex.org/W4391229305","doi":"https://doi.org/10.3233/shti231073","pmid":"https://pubmed.ncbi.nlm.nih.gov/38269917"},"language":"en","primary_location":{"id":"doi:10.3233/shti231073","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti231073","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI231073","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://ebooks.iospress.nl/pdf/doi/10.3233/SHTI231073","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5048345057","display_name":"H. Chen","orcid":"https://orcid.org/0000-0001-8987-5062"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hunter Chen Chen","raw_affiliation_strings":["School of Computing and Information Systems, University of Melbourne, Australia"],"raw_orcid":"https://orcid.org/0000-0001-8987-5062","affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050881323","display_name":"Abel Armas-Cervantes","orcid":"https://orcid.org/0000-0003-0628-2451"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Abel Armas-Cervantes","raw_affiliation_strings":["School of Computing and Information Systems, University of Melbourne, Australia"],"raw_orcid":"https://orcid.org/0000-0003-0628-2451","affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018757036","display_name":"V Irving","orcid":"https://orcid.org/0000-0002-1250-7859"},"institutions":[{"id":"https://openalex.org/I40900055","display_name":"Telstra (Australia)","ror":"https://ror.org/04g047260","country_code":"AU","type":"company","lineage":["https://openalex.org/I40900055"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Vickie Irving","raw_affiliation_strings":["Telstra Health, Australia"],"raw_orcid":"https://orcid.org/0000-0002-1250-7859","affiliations":[{"raw_affiliation_string":"Telstra Health, Australia","institution_ids":["https://openalex.org/I40900055"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065587327","display_name":"Brian Dorricott","orcid":"https://orcid.org/0000-0002-4731-0036"},"institutions":[{"id":"https://openalex.org/I40900055","display_name":"Telstra (Australia)","ror":"https://ror.org/04g047260","country_code":"AU","type":"company","lineage":["https://openalex.org/I40900055"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Brian Dorricott","raw_affiliation_strings":["Telstra Health, Australia"],"raw_orcid":"https://orcid.org/0000-0002-4731-0036","affiliations":[{"raw_affiliation_string":"Telstra Health, Australia","institution_ids":["https://openalex.org/I40900055"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074297656","display_name":"Daniel Capurro","orcid":"https://orcid.org/0000-0002-9256-1256"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Daniel Capurro","raw_affiliation_strings":["Centre for the Digital Transformation of Health, University of Melbourne, Australia","School of Computing and Information Systems, University of Melbourne, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9256-1256","affiliations":[{"raw_affiliation_string":"Centre for the Digital Transformation of Health, University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]},{"raw_affiliation_string":"School of Computing and Information Systems, University of Melbourne, Australia","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5074297656"],"corresponding_institution_ids":["https://openalex.org/I165779595"],"apc_list":null,"apc_paid":null,"fwci":0.9314,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.68577258,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"310","issue":null,"first_page":"790","last_page":"794"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10703","display_name":"Business Process Modeling and Analysis","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T10703","display_name":"Business Process Modeling and Analysis","score":0.9909999966621399,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.6322247385978699},{"id":"https://openalex.org/keywords/process-mining","display_name":"Process mining","score":0.502626895904541},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4661950170993805},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.46552059054374695},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4624026417732239},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4109691381454468},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.3313142955303192},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3240795433521271},{"id":"https://openalex.org/keywords/work-in-process","display_name":"Work in process","score":0.15055835247039795},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14341750741004944},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.11843377351760864},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08168232440948486}],"concepts":[{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.6322247385978699},{"id":"https://openalex.org/C124670913","wikidata":"https://www.wikidata.org/wiki/Q2608526","display_name":"Process mining","level":5,"score":0.502626895904541},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4661950170993805},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.46552059054374695},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4624026417732239},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4109691381454468},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.3313142955303192},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3240795433521271},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.15055835247039795},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14341750741004944},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.11843377351760864},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08168232440948486},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"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/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C207505557","wikidata":"https://www.wikidata.org/wiki/Q4374012","display_name":"Business process modeling","level":4,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","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},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D006268","descriptor_name":"Health Facilities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006268","descriptor_name":"Health Facilities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006268","descriptor_name":"Health Facilities","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006761","descriptor_name":"Hospitals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"D007902","descriptor_name":"Length of Stay","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007902","descriptor_name":"Length of Stay","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007902","descriptor_name":"Length of Stay","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019985","descriptor_name":"Benchmarking","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti231073","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti231073","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI231073","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:38269917","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38269917","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/shti231073","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3233/shti231073","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI231073","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":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391229305.pdf","grobid_xml":"https://content.openalex.org/works/W4391229305.grobid-xml"},"referenced_works_count":4,"referenced_works":["https://openalex.org/W1507589574","https://openalex.org/W3021091848","https://openalex.org/W3093786299","https://openalex.org/W6959920366"],"related_works":["https://openalex.org/W2386430105","https://openalex.org/W2356521405","https://openalex.org/W2384358604","https://openalex.org/W1567829292","https://openalex.org/W2038534795","https://openalex.org/W3001063351","https://openalex.org/W3196905815","https://openalex.org/W2351370765","https://openalex.org/W3181247111","https://openalex.org/W2412267837"],"abstract_inverted_index":{"Two":[0],"similar":[1],"patients":[2,70],"undergoing":[3,71],"the":[4,77,85,99,107,112,128,143,145,147,149],"same":[5],"procedure":[6],"might":[7],"follow":[8],"different":[9],"pathways":[10],"inside":[11],"a":[12,67,140],"hospital.":[13],"Some":[14],"of":[15,69,87,102,109,136],"this":[16,48],"variation":[17,23],"is":[18,24],"expected,":[19],"but":[20],"too":[21],"much":[22],"associated":[25,132],"with":[26,111,127,133,139],"increased":[27],"adverse":[28],"events.":[29],"Currently,":[30],"there":[31],"are":[32],"no":[33],"standard":[34],"methods":[35],"to":[36,55,157,164],"establish":[37],"when":[38],"variability":[39,91,117,130,162],"for":[40,93,98],"any":[41],"given":[42],"clinical":[43,57,63,82,121,161],"process":[44,52,95],"becomes":[45],"excessive.":[46],"In":[47],"study":[49,152],"we":[50],"use":[51],"mining":[53],"techniques":[54],"describe":[56],"processes":[58,83,110,126],"and":[59,61,89,97,114,118,159,163],"calculate":[60],"visualise":[62,160],"variability.":[64],"We":[65,104,123],"selected":[66],"sample":[68],"elective":[72],"coronary":[73],"bypass":[74],"surgery":[75],"from":[76],"MIMIC":[78],"dataset,":[79],"represented":[80],"their":[81,120],"in":[84],"form":[86],"traces,":[88],"calculated":[90],"metrics":[92],"each":[94],"execution":[96],"complete":[100],"set":[101],"processes.":[103],"then":[105],"analysed":[106],"subset":[108],"highest":[113],"lowest":[115],"relative":[116],"compared":[119],"outcomes.":[122,171],"established":[124],"that":[125],"greatest":[129],"were":[131],"longer":[134,148],"length":[135],"stay":[137],"(LOS)":[138],"dose-response":[141],"relationship:":[142],"higher":[144],"variability,":[146],"LOS.":[150],"This":[151],"provides":[153],"an":[154],"effective":[155],"way":[156],"estimate":[158],"understand":[165],"its":[166],"impact":[167],"on":[168],"patient":[169],"relevant":[170]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}