{"id":"https://openalex.org/W7161946673","doi":"https://doi.org/10.3233/shti260124","title":"Integrating Anomaly Detection and LLM-Based Explanation Generation in Clinical Data Dashboards","display_name":"Integrating Anomaly Detection and LLM-Based Explanation Generation in Clinical Data Dashboards","publication_year":2026,"publication_date":"2026-05-21","ids":{"openalex":"https://openalex.org/W7161946673","doi":"https://doi.org/10.3233/shti260124","pmid":"https://pubmed.ncbi.nlm.nih.gov/42174801"},"language":"en","primary_location":{"id":"doi:10.3233/shti260124","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti260124","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/shti260124","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119245428","display_name":"Hamidreza Maharlou","orcid":"https://orcid.org/0009-0003-3390-1155"},"institutions":[{"id":"https://openalex.org/I34809795","display_name":"Medizinische Hochschule Hannover","ror":"https://ror.org/00f2yqf98","country_code":"DE","type":"education","lineage":["https://openalex.org/I34809795"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hamidreza Maharlou","raw_affiliation_strings":["Peter L. Reichertz Institute, Hannover Medical School (MHH), Germany"],"raw_orcid":"https://orcid.org/0009-0003-3390-1155","affiliations":[{"raw_affiliation_string":"Peter L. Reichertz Institute, Hannover Medical School (MHH), Germany","institution_ids":["https://openalex.org/I34809795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5136680047","display_name":"Paula Fierek","orcid":null},"institutions":[{"id":"https://openalex.org/I94509681","display_name":"Technische Universit\u00e4t Braunschweig","ror":"https://ror.org/010nsgg66","country_code":"DE","type":"education","lineage":["https://openalex.org/I94509681"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Paula Fierek","raw_affiliation_strings":["Peter L. Reichertz Institute, Technical University of Braunschweig, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peter L. Reichertz Institute, Technical University of Braunschweig, Germany","institution_ids":["https://openalex.org/I94509681"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021631344","display_name":"Hannah Benedictine Maier","orcid":"https://orcid.org/0000-0003-2368-1235"},"institutions":[{"id":"https://openalex.org/I4210126722","display_name":"Social Neuroscience Lab","ror":"https://ror.org/02e4p6m45","country_code":"DE","type":"facility","lineage":["https://openalex.org/I149899117","https://openalex.org/I4210126722"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hannah Benedictine Maier","raw_affiliation_strings":["Department of Psychiatry, Social Psychiatry and Psychotherapy, MHH, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Social Psychiatry and Psychotherapy, MHH, Germany","institution_ids":["https://openalex.org/I4210126722"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004833443","display_name":"Steffen Oeltze\u2010Jafra","orcid":"https://orcid.org/0000-0002-6962-9080"},"institutions":[{"id":"https://openalex.org/I34809795","display_name":"Medizinische Hochschule Hannover","ror":"https://ror.org/00f2yqf98","country_code":"DE","type":"education","lineage":["https://openalex.org/I34809795"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Steffen Oeltze-Jafra","raw_affiliation_strings":["Peter L. Reichertz Institute, Hannover Medical School (MHH), Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peter L. Reichertz Institute, Hannover Medical School (MHH), Germany","institution_ids":["https://openalex.org/I34809795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.67748402,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"336","issue":null,"first_page":"138","last_page":"142"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.44359999895095825,"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":0.44359999895095825,"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":0.11919999867677689,"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"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.08529999852180481,"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/interpretability","display_name":"Interpretability","score":0.8932999968528748},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.6938999891281128},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5641999840736389},{"id":"https://openalex.org/keywords/comparability","display_name":"Comparability","score":0.4625999927520752},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.41269999742507935},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.4059999883174896},{"id":"https://openalex.org/keywords/projection","display_name":"Projection (relational algebra)","score":0.3882000148296356},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.38449999690055847},{"id":"https://openalex.org/keywords/dashboard","display_name":"Dashboard","score":0.3626999855041504}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8932999968528748},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7699999809265137},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.6938999891281128},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5641999840736389},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5299999713897705},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4887000024318695},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4814999997615814},{"id":"https://openalex.org/C197947376","wikidata":"https://www.wikidata.org/wiki/Q5155608","display_name":"Comparability","level":2,"score":0.4625999927520752},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.41269999742507935},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.4059999883174896},{"id":"https://openalex.org/C57493831","wikidata":"https://www.wikidata.org/wiki/Q3134666","display_name":"Projection (relational algebra)","level":2,"score":0.3882000148296356},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.38449999690055847},{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.3626999855041504},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.34220001101493835},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.32499998807907104},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.3156000077724457},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.31360000371932983},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.30410000681877136},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.29350000619888306},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.288100004196167},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.287200003862381},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.28610000014305115},{"id":"https://openalex.org/C146849305","wikidata":"https://www.wikidata.org/wiki/Q370766","display_name":"Ground truth","level":2,"score":0.28450000286102295},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.2791000008583069},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.26510000228881836},{"id":"https://openalex.org/C2776187449","wikidata":"https://www.wikidata.org/wiki/Q1513879","display_name":"Natural language generation","level":3,"score":0.26460000872612},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.2635999917984009}],"mesh":[{"descriptor_ui":"D000095489","descriptor_name":"Dashboard Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000098342","descriptor_name":"Large Language Models","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"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":"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":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","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":"Q000458","qualifier_name":"organization & administration","is_major_topic":true},{"descriptor_ui":"D057286","descriptor_name":"Electronic Health Records","qualifier_ui":"Q000458","qualifier_name":"organization & administration","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti260124","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti260124","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:42174801","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42174801","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":"Journal Article"}],"best_oa_location":{"id":"doi:10.3233/shti260124","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti260124","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":[{"score":0.49909067153930664,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"an":[3,42],"integrated":[4],"approach":[5],"that":[6],"combines":[7],"unsupervised":[8],"anomaly":[9],"detection":[10],"with":[11,109],"large":[12],"language":[13,123],"model":[14,107],"(LLM)-based":[15],"explanation":[16],"generation":[17],"to":[18,48,65],"enhance":[19],"the":[20,29,67,116,139,161],"interpretability":[21],"of":[22,69,98,135,165],"clinical":[23,54,76,110,145,167],"study":[24,146],"dashboards.":[25],"Using":[26],"data":[27,152,168],"from":[28],"P4D":[30,141],"(Personalized,":[31],"Predictive,":[32],"Precise,":[33],"and":[34,87,120,154,163],"Preventive":[35],"Medicine":[36],"for":[37,75,92,144],"Major":[38],"Depression)":[39],"cohort":[40],"study,":[41],"Isolation":[43],"Forest":[44],"algorithm":[45],"was":[46,63],"employed":[47],"identify":[49],"atypical":[50],"observations":[51],"within":[52],"multidimensional":[53],"data.":[55],"A":[56],"t-distributed":[57],"Stochastic":[58],"Neighbor":[59],"Embedding":[60],"(t-SNE)":[61],"projection":[62],"used":[64],"assess":[66],"plausibility":[68],"detected":[70],"outliers.":[71],"To":[72],"improve":[73],"transparency":[74],"stakeholders,":[77],"several":[78],"current-generation":[79],"LLMs,":[80],"including":[81],"GPT-5,":[82],"GPT-4,":[83],"Gemini":[84],"2.5":[85],"Flash,":[86],"Llama":[88,126],"3,":[89],"were":[90],"evaluated":[91],"automatically":[93],"generating":[94],"concise,":[95],"patient-specific":[96],"explanations":[97,108],"anomalies.":[99],"The":[100,133],"evaluation":[101],"followed":[102],"a":[103],"reasoning-based":[104],"framework":[105],"comparing":[106],"assessments.":[111],"Results":[112],"show":[113],"GPT-5":[114],"provided":[115],"most":[117],"clinically":[118],"helpful":[119],"format-consistent":[121],"natural":[122],"outputs,":[124],"while":[125],"3":[127],"showed":[128],"limitations":[129],"in":[130,150],"contextual":[131],"precision.":[132],"integration":[134],"these":[136],"components":[137],"into":[138],"existing":[140],"Dashboard":[142],"[1]":[143],"monitoring":[147],"supports":[148],"clinicians":[149],"identifying":[151],"inconsistencies":[153],"understanding":[155],"their":[156],"likely":[157],"causes,":[158],"thereby":[159],"improving":[160],"usability":[162],"trustworthiness":[164],"automated":[166],"analyses.":[169]},"counts_by_year":[],"updated_date":"2026-07-18T07:39:51.176621","created_date":"2026-05-22T00:00:00"}
