{"id":"https://openalex.org/W4391229397","doi":"https://doi.org/10.3233/shti231088","title":"Elucidating Discrepancy in Explanations of Predictive Models Developed Using EMR","display_name":"Elucidating Discrepancy in Explanations of Predictive Models Developed Using EMR","publication_year":2024,"publication_date":"2024-01-25","ids":{"openalex":"https://openalex.org/W4391229397","doi":"https://doi.org/10.3233/shti231088","pmid":"https://pubmed.ncbi.nlm.nih.gov/38269932"},"language":"en","primary_location":{"id":"doi:10.3233/shti231088","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti231088","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI231088","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/SHTI231088","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5018651666","display_name":"Aida Brankovic","orcid":"https://orcid.org/0000-0001-7978-575X"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Aida Brankovic","raw_affiliation_strings":["CSIRO Australian e-Health Research Centre, Brisbane, QLD 4029, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Australian e-Health Research Centre, Brisbane, QLD 4029, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070019149","display_name":"Wenjie Huang","orcid":"https://orcid.org/0000-0002-1358-213X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Wenjie Huang","raw_affiliation_strings":["The University of Queensland, Brisbane, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066891001","display_name":"David Cook","orcid":"https://orcid.org/0000-0001-9761-0179"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I2801814493","display_name":"Princess Alexandra Hospital","ror":"https://ror.org/04mqb0968","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I1302211766","https://openalex.org/I1302211766","https://openalex.org/I2801244131","https://openalex.org/I2801244131","https://openalex.org/I2801814493","https://openalex.org/I4210089726"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David Cook","raw_affiliation_strings":["CSIRO Australian e-Health Research Centre, Brisbane, QLD 4029, Australia","Intensive Care Unit, Princess Alexandra Hospital, Brisbane, QLD 4102, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Australian e-Health Research Centre, Brisbane, QLD 4029, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I1292875679"]},{"raw_affiliation_string":"Intensive Care Unit, Princess Alexandra Hospital, Brisbane, QLD 4102, Australia","institution_ids":["https://openalex.org/I2801814493"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083685928","display_name":"Sankalp Khanna","orcid":"https://orcid.org/0000-0001-6125-8871"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"government","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I4210141844","display_name":"Australian e-Health Research Centre","ror":"https://ror.org/04ywhbc61","country_code":"AU","type":"facility","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801244131","https://openalex.org/I2801453606","https://openalex.org/I4210141844","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sankalp Khanna","raw_affiliation_strings":["CSIRO Australian e-Health Research Centre, Brisbane, QLD 4029, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO Australian e-Health Research Centre, Brisbane, QLD 4029, Australia","institution_ids":["https://openalex.org/I4210141844","https://openalex.org/I1292875679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046291914","display_name":"Konstanty Bialkowski","orcid":"https://orcid.org/0000-0002-3461-0371"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Konstanty Bialkowski","raw_affiliation_strings":["The University of Queensland, Brisbane, QLD, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, QLD, Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5018651666"],"corresponding_institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I4210141844"],"apc_list":null,"apc_paid":null,"fwci":2.3589,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.87040873,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"310","issue":null,"first_page":"865","last_page":"869"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.991100013256073,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.991100013256073,"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":0.9695000052452087,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9369000196456909,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.7744839787483215},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.7214508056640625},{"id":"https://openalex.org/keywords/concordance","display_name":"Concordance","score":0.7127352356910706},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5900734663009644},{"id":"https://openalex.org/keywords/clinical-decision-support-system","display_name":"Clinical decision support system","score":0.5894343852996826},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48099908232688904},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.4518796503543854},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.4154960513114929},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38072049617767334},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33208954334259033},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18104207515716553}],"concepts":[{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.7744839787483215},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.7214508056640625},{"id":"https://openalex.org/C160798450","wikidata":"https://www.wikidata.org/wiki/Q4230870","display_name":"Concordance","level":2,"score":0.7127352356910706},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5900734663009644},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.5894343852996826},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48099908232688904},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4518796503543854},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.4154960513114929},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38072049617767334},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33208954334259033},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18104207515716553},{"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/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","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":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019359","descriptor_name":"Knowledge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019359","descriptor_name":"Knowledge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019359","descriptor_name":"Knowledge","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.3233/shti231088","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti231088","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI231088","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:38269932","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38269932","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},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/433213","is_oa":false,"landing_page_url":"https://hdl.handle.net/10072/433213","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference output"}],"best_oa_location":{"id":"doi:10.3233/shti231088","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti231088","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI231088","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":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5799999833106995}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391229397.pdf"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W2195388612","https://openalex.org/W2282821441","https://openalex.org/W2594633041","https://openalex.org/W2944218525","https://openalex.org/W2958089299","https://openalex.org/W2999615587","https://openalex.org/W3000716014","https://openalex.org/W3146613606","https://openalex.org/W4226318446","https://openalex.org/W4285042726","https://openalex.org/W4293861706","https://openalex.org/W4301600123"],"related_works":["https://openalex.org/W2492278949","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"],"abstract_inverted_index":{"The":[0],"lack":[1],"of":[2,10],"transparency":[3],"and":[4,34,64,73],"explainability":[5,43],"hinders":[6],"the":[7,29,59],"clinical":[8,36,46,72,84],"adoption":[9],"Machine":[11],"learning":[12],"(ML)":[13],"algorithms.":[14],"While":[15],"explainable":[16],"artificial":[17],"intelligence":[18],"(XAI)":[19],"methods":[20,33,44],"have":[21],"been":[22],"proposed,":[23],"little":[24],"research":[25],"has":[26],"focused":[27],"on":[28],"agreement":[30],"between":[31,61],"these":[32,62],"expert":[35],"knowledge.":[37],"This":[38],"study":[39],"applies":[40],"current":[41],"state-of-the-art":[42],"to":[45,57],"decision":[47,85],"support":[48,86],"algorithms":[49],"developed":[50],"for":[51,67,78,83],"Electronic":[52],"Medical":[53],"Records":[54],"(EMR)":[55],"data":[56],"analyse":[58],"concordance":[60],"factors":[63,77],"discusses":[65],"causes":[66],"identified":[68],"discrepancies":[69],"from":[70],"a":[71],"technical":[74],"perspective.":[75],"Important":[76],"achieving":[79],"trustworthy":[80],"XAI":[81],"solutions":[82],"are":[87],"also":[88],"discussed.":[89]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
