{"id":"https://openalex.org/W4292133682","doi":"https://doi.org/10.3233/shti220803","title":"Guideline-Based Context-Sensitive Decision Modeling for Melanoma Patients","display_name":"Guideline-Based Context-Sensitive Decision Modeling for Melanoma Patients","publication_year":2022,"publication_date":"2022-08-17","ids":{"openalex":"https://openalex.org/W4292133682","doi":"https://doi.org/10.3233/shti220803","pmid":"https://pubmed.ncbi.nlm.nih.gov/36073488"},"language":"en","primary_location":{"id":"doi:10.3233/shti220803","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220803","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220803","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/SHTI220803","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076282659","display_name":"Catharina Lena Beckmann","orcid":"https://orcid.org/0000-0001-7991-2587"},"institutions":[{"id":"https://openalex.org/I159743108","display_name":"Dortmund University of Applied Sciences and Arts","ror":"https://ror.org/03dv91853","country_code":"DE","type":"education","lineage":["https://openalex.org/I159743108"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Catharina Lena Beckmann","raw_affiliation_strings":["Department of Computer Science, University of Applied Sciences and Arts Dortmund (FH Dortmund), 44227 Dortmund, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Applied Sciences and Arts Dortmund (FH Dortmund), 44227 Dortmund, Germany","institution_ids":["https://openalex.org/I159743108"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113344749","display_name":"Georg Lodde","orcid":null},"institutions":[{"id":"https://openalex.org/I4210119759","display_name":"Essen University Hospital","ror":"https://ror.org/02na8dn90","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210119759"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Georg Lodde","raw_affiliation_strings":["Department of Dermatology, Venereology and Allergology, University Hospital Essen, 45147 Essen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology, Venereology and Allergology, University Hospital Essen, 45147 Essen, Germany","institution_ids":["https://openalex.org/I4210119759"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049229784","display_name":"Elisabeth Livingstone","orcid":"https://orcid.org/0000-0001-8279-9239"},"institutions":[{"id":"https://openalex.org/I4210119759","display_name":"Essen University Hospital","ror":"https://ror.org/02na8dn90","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210119759"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elisabeth Livingstone","raw_affiliation_strings":["Department of Dermatology, Venereology and Allergology, University Hospital Essen, 45147 Essen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology, Venereology and Allergology, University Hospital Essen, 45147 Essen, Germany","institution_ids":["https://openalex.org/I4210119759"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034365278","display_name":"Dirk Schadendorf","orcid":"https://orcid.org/0000-0003-3524-7858"},"institutions":[{"id":"https://openalex.org/I4210119759","display_name":"Essen University Hospital","ror":"https://ror.org/02na8dn90","country_code":"DE","type":"funder","lineage":["https://openalex.org/I4210119759"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dirk Schadendorf","raw_affiliation_strings":["Department of Dermatology, Venereology and Allergology, University Hospital Essen, 45147 Essen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Dermatology, Venereology and Allergology, University Hospital Essen, 45147 Essen, Germany","institution_ids":["https://openalex.org/I4210119759"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082035249","display_name":"Britta B\u00f6ckmann","orcid":"https://orcid.org/0000-0001-7498-7934"},"institutions":[{"id":"https://openalex.org/I4210086407","display_name":"Institut f\u00fcr Medizinische Informatik, Biometrie und Epidemiologie","ror":"https://ror.org/00wqjrk21","country_code":"DE","type":"facility","lineage":["https://openalex.org/I4210086407"]},{"id":"https://openalex.org/I159743108","display_name":"Dortmund University of Applied Sciences and Arts","ror":"https://ror.org/03dv91853","country_code":"DE","type":"education","lineage":["https://openalex.org/I159743108"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Britta B\u00f6ckmann","raw_affiliation_strings":["Department of Computer Science, University of Applied Sciences and Arts Dortmund (FH Dortmund), 44227 Dortmund, Germany","Institute of Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, 45122 Essen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Applied Sciences and Arts Dortmund (FH Dortmund), 44227 Dortmund, Germany","institution_ids":["https://openalex.org/I159743108"]},{"raw_affiliation_string":"Institute of Medical Informatics, Biometry and Epidemiology (IMIBE), University Hospital Essen, 45122 Essen, Germany","institution_ids":["https://openalex.org/I4210086407"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5076282659"],"corresponding_institution_ids":["https://openalex.org/I159743108"],"apc_list":null,"apc_paid":null,"fwci":1.027,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.78821771,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"296","issue":null,"first_page":"50","last_page":"57"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.09669999778270721,"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"}},"topics":[{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.09669999778270721,"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"}},{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.07769999653100967,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.06310000270605087,"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":0.6619806885719299},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.6176934838294983},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6027904748916626},{"id":"https://openalex.org/keywords/guideline","display_name":"Guideline","score":0.5340510606765747},{"id":"https://openalex.org/keywords/point-of-care","display_name":"Point of care","score":0.5118774175643921},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.5043348073959351},{"id":"https://openalex.org/keywords/interoperability","display_name":"Interoperability","score":0.46737828850746155},{"id":"https://openalex.org/keywords/decision-model","display_name":"Decision model","score":0.42543062567710876},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3337525725364685},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3017440736293793},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.22145098447799683},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.12470078468322754},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.10777583718299866}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6619806885719299},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.6176934838294983},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6027904748916626},{"id":"https://openalex.org/C2780182762","wikidata":"https://www.wikidata.org/wiki/Q1630279","display_name":"Guideline","level":2,"score":0.5340510606765747},{"id":"https://openalex.org/C51915194","wikidata":"https://www.wikidata.org/wiki/Q17075487","display_name":"Point of care","level":2,"score":0.5118774175643921},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.5043348073959351},{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.46737828850746155},{"id":"https://openalex.org/C59594135","wikidata":"https://www.wikidata.org/wiki/Q5249242","display_name":"Decision model","level":2,"score":0.42543062567710876},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3337525725364685},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3017440736293793},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22145098447799683},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.12470078468322754},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.10777583718299866},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000066491","descriptor_name":"Clinical Decision-Making","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003661","descriptor_name":"Decision Support Techniques","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D008545","descriptor_name":"Melanoma","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti220803","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220803","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220803","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:36073488","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36073488","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/shti220803","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti220803","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI220803","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":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.4300000071525574}],"awards":[],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320325052","display_name":"Universit\u00e4t Duisburg-Essen","ror":"https://ror.org/04mz5ra38"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4292133682.pdf","grobid_xml":"https://content.openalex.org/works/W4292133682.grobid-xml"},"referenced_works_count":6,"referenced_works":["https://openalex.org/W2057238070","https://openalex.org/W2762347490","https://openalex.org/W2941078097","https://openalex.org/W3021941059","https://openalex.org/W4248163374","https://openalex.org/W4292133682"],"related_works":["https://openalex.org/W2046929026","https://openalex.org/W2779278343","https://openalex.org/W2533987749","https://openalex.org/W1996434451","https://openalex.org/W1569026615","https://openalex.org/W2791725133","https://openalex.org/W2112831187","https://openalex.org/W2122149485","https://openalex.org/W4232131108","https://openalex.org/W2128124510"],"abstract_inverted_index":{"INTRODUCTION:":[0],"The":[1,48,116,140],"provision":[2],"of":[3,25,50,72,87,151,181,199],"knowledge":[4,30],"through":[5],"clinical":[6,211],"practice":[7],"guidelines":[8],"and":[9,21,39,70,107,176,233],"hospital-specific":[10],"standard":[11],"operating":[12],"procedures":[13],"(SOPs)":[14],"is":[15,53,144,167],"ubiquitous":[16],"in":[17,22,35,105,220],"the":[18,23,61,67,85,90,95,148,157,161,173,178,182,197,206,221],"medical":[19,132],"context":[20,179],"treatment":[24,63,235],"melanoma":[26],"patients.":[27],"However,":[28],"these":[29],"sources":[31],"are":[32],"only":[33],"available":[34],"unstructured":[36],"text":[37],"form":[38],"without":[40],"any":[41],"contextual":[42,97,202],"link":[43],"to":[44,54,208,228],"real":[45],"patient":[46,174,230],"data.":[47],"aim":[49],"our":[51],"project":[52],"give":[55],"a":[56,73,189,216],"modeled":[57],"decision":[58,101,117,165,190],"support":[59,209],"for":[60,80,92],"next":[62],"step":[64],"based":[65],"on":[66],"actual":[68],"data":[69,99,175],"position":[71],"patient.":[74],"METHODS:":[75],"First,":[76],"we":[77],"identified":[78],"passages":[79],"qualified":[81],"decision-making":[82],"necessary":[83],"at":[84,100,196],"point":[86,166,198],"care":[88,200],"from":[89,135,160,215],"SOP":[91],"melanoma.":[93],"Thereby,":[94],"patient-specific":[96,210],"reference":[98],"points":[102],"was":[103,119,129],"considered":[104],"parallel":[106],"represented":[108],"by":[109,131],"FHIR":[110,126,170],"(Fast":[111],"Healthcare":[112],"Interoperability":[113],"Resource)":[114],"resources.":[115],"algorithm":[118,191],"then":[120],"formalized":[121],"using":[122],"BPMN":[123,142],"modeling":[124,224],"with":[125,147,169,201],"annotations.":[127],"Validation":[128],"provided":[130],"experts,":[133],"dermatooncologists":[134],"University":[136],"Hospital":[137],"Essen.":[138],"RESULTS:":[139],"resulting":[141],"model":[143],"presented":[145,195],"here":[146],"diagnostic":[149],"procedure":[150],"sentinel":[152],"lymph":[153],"node":[154],"excision":[155],"as":[156],"example":[158],"snippet":[159],"whole":[162],"algorithm.":[163],"Each":[164],"edited":[168],"resources":[171],"covering":[172],"preparing":[177],"sensitivity":[180],"model.":[183],"CONCLUSION:":[184],"Modeling":[185],"guideline-based":[186],"information":[187],"into":[188],"that":[192],"can":[193],"be":[194],"reference,":[203],"may":[204],"have":[205],"potential":[207],"decision-making.":[212],"For":[213],"patients":[214],"certain":[217],"status":[218],"like":[219],"metastatic":[222],"setting":[223],"becomes":[225],"highly":[226],"tailored":[227],"specific":[229],"cases,":[231],"alternative":[232],"individualized":[234],"options.":[236]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
