{"id":"https://openalex.org/W2902017558","doi":"https://doi.org/10.3233/978-1-61499-921-8-10","title":"Caveats for the Use of the Active Problem List as Ground Truth for Decision Support","display_name":"Caveats for the Use of the Active Problem List as Ground Truth for Decision Support","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2902017558","doi":"https://doi.org/10.3233/978-1-61499-921-8-10","mag":"2902017558","pmid":"https://pubmed.ncbi.nlm.nih.gov/30306897"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-921-8-10","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-921-8-10","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007545122","display_name":"Werner Ceusters","orcid":"https://orcid.org/0000-0002-2676-8689"},"institutions":[{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ceusters Werner","raw_affiliation_strings":["Department of Biomedical Informatics, University at Buffalo, Buffalo, NY, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, University at Buffalo, Buffalo, NY, USA","institution_ids":["https://openalex.org/I63190737"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015036005","display_name":"Jonathan Blaisure","orcid":null},"institutions":[{"id":"https://openalex.org/I63190737","display_name":"University at Buffalo, State University of New York","ror":"https://ror.org/01y64my43","country_code":"US","type":"education","lineage":["https://openalex.org/I63190737"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Blaisure Jonathan","raw_affiliation_strings":["Department of Biomedical Informatics, University at Buffalo, Buffalo, NY, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, University at Buffalo, Buffalo, NY, USA","institution_ids":["https://openalex.org/I63190737"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5007545122"],"corresponding_institution_ids":["https://openalex.org/I63190737"],"apc_list":null,"apc_paid":null,"fwci":1.5557,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.83278801,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"255","issue":null,"first_page":"10","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.9815999865531921,"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":0.9815999865531921,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9593999981880188,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9271000027656555,"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":0.6524205207824707},{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.6377738118171692},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.6038316488265991},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.5572585463523865},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.4743805527687073},{"id":"https://openalex.org/keywords/comorbidity","display_name":"Comorbidity","score":0.4636901915073395},{"id":"https://openalex.org/keywords/annotation","display_name":"Annotation","score":0.4319309592247009},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4234200716018677},{"id":"https://openalex.org/keywords/ground-truth","display_name":"Ground truth","score":0.4143352210521698},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3603076934814453},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35080182552337646},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34870103001594543},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3471108078956604},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19953268766403198},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18742689490318298},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.1523967683315277}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6524205207824707},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.6377738118171692},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.6038316488265991},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.5572585463523865},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.4743805527687073},{"id":"https://openalex.org/C2779159551","wikidata":"https://www.wikidata.org/wiki/Q1414874","display_name":"Comorbidity","level":2,"score":0.4636901915073395},{"id":"https://openalex.org/C2776321320","wikidata":"https://www.wikidata.org/wiki/Q857525","display_name":"Annotation","level":2,"score":0.4319309592247009},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4234200716018677},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.4143352210521698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3603076934814453},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35080182552337646},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34870103001594543},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3471108078956604},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19953268766403198},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18742689490318298},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.1523967683315277},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C129307140","wikidata":"https://www.wikidata.org/wiki/Q6795880","display_name":"Maximum bubble pressure method","level":3,"score":0.0},{"id":"https://openalex.org/C157915830","wikidata":"https://www.wikidata.org/wiki/Q2928001","display_name":"Bubble","level":2,"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":"D008501","descriptor_name":"Medical Records, Problem-Oriented","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008501","descriptor_name":"Medical Records, Problem-Oriented","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008501","descriptor_name":"Medical Records, Problem-Oriented","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}],"locations_count":2,"locations":[{"id":"doi:10.3233/978-1-61499-921-8-10","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-921-8-10","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:30306897","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/30306897","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":null,"sustainable_development_goals":[{"score":0.7400000095367432,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2046929026","https://openalex.org/W2779278343","https://openalex.org/W1996434451","https://openalex.org/W150837285","https://openalex.org/W1569026615","https://openalex.org/W2791725133","https://openalex.org/W2338117633","https://openalex.org/W2112831187","https://openalex.org/W2122149485","https://openalex.org/W4232131108"],"abstract_inverted_index":{"Diagnoses":[0],"recorded":[1],"on":[2],"the":[3,18,21,28,36,40,45,51,57,70,73],"problem":[4,58,74,89,114,135],"list":[5,75,90,115,136],"are":[6],"increasingly":[7],"being":[8],"used":[9,141],"for":[10,76],"decision":[11,148],"support":[12,149],"applications.":[13,150],"To":[14],"obtain":[15],"insight":[16],"in":[17,31,44,88,101,133],"adequacy":[19],"of":[20,39,47,72,113],"clinical":[22,37,147],"user":[23,137],"interface":[24],"to":[25,34,106,142],"capture":[26],"what":[27],"clinician":[29],"has":[30],"mind,":[32],"and":[33,82],"reconstruct":[35],"reality":[38],"patient,":[41],"we":[42],"analyzed":[43],"database":[46],"an":[48],"EHR":[49],"system":[50],"transactions":[52],"that":[53,64,84],"resulted":[54],"from":[55,119],"managing":[56],"list.":[59],"Our":[60],"findings":[61],"indicate":[62],"(1)":[63],"caution":[65],"is":[66,105],"required":[67],"when":[68],"using":[69],"evolution":[71,116],"determining":[77],"comorbidity":[78],"or":[79,86,127],"ongoing":[80],"disease,":[81],"(2)":[83],"similarities":[85,98],"differences":[87,100],"annotation":[91],"sequences":[92],"do":[93],"not":[94],"always":[95],"correspond":[96],"with":[97],"resp.":[99],"disease":[102],"courses.":[103],"It":[104],"be":[107,125,140],"investigated":[108],"whether":[109,128],"automatically":[110],"identifiable":[111],"subsets":[112],"patterns":[117],"exist":[118],"which":[120],"ground":[121],"truth":[122],"reliably":[123],"can":[124],"inferred":[126],"clinicians":[129],"need":[130],"more":[131],"education":[132],"how":[134],"interfaces":[138],"should":[139],"avoid":[143],"erroneous":[144],"interpretations":[145],"by":[146]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}