{"id":"https://openalex.org/W4404587109","doi":"https://doi.org/10.1145/3699765","title":"DrHouse: An LLM-empowered Diagnostic Reasoning System through Harnessing Outcomes from Sensor Data and Expert Knowledge","display_name":"DrHouse: An LLM-empowered Diagnostic Reasoning System through Harnessing Outcomes from Sensor Data and Expert Knowledge","publication_year":2024,"publication_date":"2024-11-21","ids":{"openalex":"https://openalex.org/W4404587109","doi":"https://doi.org/10.1145/3699765"},"language":"en","primary_location":{"id":"doi:10.1145/3699765","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3699765","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3699765","source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3699765","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044996390","display_name":"Bufang Yang","orcid":"https://orcid.org/0000-0003-0032-2539"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Bufang Yang","raw_affiliation_strings":["The Chinese University of Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0003-0032-2539","affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090507877","display_name":"Siyang Jiang","orcid":"https://orcid.org/0000-0002-9926-6532"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Siyang Jiang","raw_affiliation_strings":["The Chinese University of Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0002-9926-6532","affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100780360","display_name":"Lilin Xu","orcid":"https://orcid.org/0009-0007-5203-7496"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Lilin Xu","raw_affiliation_strings":["The Chinese University of Hong Kong, China"],"raw_orcid":"https://orcid.org/0009-0007-5203-7496","affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071638955","display_name":"Kaiwei Liu","orcid":"https://orcid.org/0009-0002-4108-0898"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kaiwei Liu","raw_affiliation_strings":["The Chinese University of Hong Kong, China"],"raw_orcid":"https://orcid.org/0009-0002-4108-0898","affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036771917","display_name":"H.M. Li","orcid":"https://orcid.org/0009-0001-6623-6302"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hai Li","raw_affiliation_strings":["The Chinese University of Hong Kong, China"],"raw_orcid":"https://orcid.org/0009-0001-6623-6302","affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072780737","display_name":"Guoliang Xing","orcid":"https://orcid.org/0000-0003-1772-7751"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Guoliang Xing","raw_affiliation_strings":["The Chinese University of Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0003-1772-7751","affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101397369","display_name":"Hongkai Chen","orcid":"https://orcid.org/0000-0001-7206-6584"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Hongkai Chen","raw_affiliation_strings":["The Chinese University of Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0001-7206-6584","affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063824268","display_name":"Xiaofan Jiang","orcid":"https://orcid.org/0000-0002-6480-0299"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaofan Jiang","raw_affiliation_strings":["Columbia University, United States"],"raw_orcid":"https://orcid.org/0000-0002-6480-0299","affiliations":[{"raw_affiliation_string":"Columbia University, United States","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050232781","display_name":"Zhenyu Yan","orcid":"https://orcid.org/0000-0002-4433-5211"},"institutions":[{"id":"https://openalex.org/I177725633","display_name":"Chinese University of Hong Kong","ror":"https://ror.org/00t33hh48","country_code":"HK","type":"education","lineage":["https://openalex.org/I177725633"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zhenyu Yan","raw_affiliation_strings":["The Chinese University of Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0002-4433-5211","affiliations":[{"raw_affiliation_string":"The Chinese University of Hong Kong, China","institution_ids":["https://openalex.org/I177725633"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.2926,"has_fulltext":false,"cited_by_count":52,"citation_normalized_percentile":{"value":0.99210742,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"8","issue":"4","first_page":"1","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.973800003528595,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9589999914169312,"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/computer-science","display_name":"Computer science","score":0.508366048336029},{"id":"https://openalex.org/keywords/model-based-reasoning","display_name":"Model-based reasoning","score":0.48959237337112427},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.47848600149154663},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.400255024433136},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.39734429121017456},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2799988389015198},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.24654912948608398}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.508366048336029},{"id":"https://openalex.org/C37335422","wikidata":"https://www.wikidata.org/wiki/Q6888134","display_name":"Model-based reasoning","level":3,"score":0.48959237337112427},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.47848600149154663},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.400255024433136},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39734429121017456},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2799988389015198},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.24654912948608398}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3699765","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3699765","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3699765","source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3699765","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3699765","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3699765","source":{"id":"https://openalex.org/S4210219751","display_name":"Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies","issn_l":"2474-9567","issn":["2474-9567"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.41999998688697815}],"awards":[{"id":"https://openalex.org/G1266583457","display_name":null,"funder_award_id":"RDADB-201906-2019049","funder_id":"https://openalex.org/F4320307132","funder_display_name":"Alzheimer's Drug Discovery Foundation"},{"id":"https://openalex.org/G4584508444","display_name":null,"funder_award_id":"CNS-1943396","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"}],"funders":[{"id":"https://openalex.org/F4320307132","display_name":"Alzheimer's Drug Discovery Foundation","ror":"https://ror.org/0185drb55"},{"id":"https://openalex.org/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4404587109.pdf"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W2003890772","https://openalex.org/W2098520440","https://openalex.org/W2153244834","https://openalex.org/W2809697408","https://openalex.org/W2943952292","https://openalex.org/W2948013316","https://openalex.org/W2970482702","https://openalex.org/W3101223450","https://openalex.org/W3141334289","https://openalex.org/W3144491363","https://openalex.org/W3162922479","https://openalex.org/W3163343414","https://openalex.org/W3177641511","https://openalex.org/W3184808400","https://openalex.org/W3207826056","https://openalex.org/W4205918858","https://openalex.org/W4281680785","https://openalex.org/W4281782022","https://openalex.org/W4296841007","https://openalex.org/W4307693173","https://openalex.org/W4312805004","https://openalex.org/W4319837275","https://openalex.org/W4367048208","https://openalex.org/W4389520259","https://openalex.org/W4390187491","https://openalex.org/W4391979508","https://openalex.org/W4395681059","https://openalex.org/W4400276901","https://openalex.org/W4400648371"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2355626165","https://openalex.org/W2357622997","https://openalex.org/W2017859253","https://openalex.org/W2555253273","https://openalex.org/W51983556","https://openalex.org/W3014876509","https://openalex.org/W1025527769","https://openalex.org/W2120831477","https://openalex.org/W2001962712"],"abstract_inverted_index":{"Large":[0],"language":[1],"models":[2],"(LLMs)":[3],"have":[4],"the":[5,34,67,118,161],"potential":[6,101],"to":[7,82,153,182],"transform":[8],"digital":[9],"healthcare,":[10],"as":[11,122],"evidenced":[12],"by":[13],"recent":[14],"advances":[15],"in":[16,66,157],"LLM-based":[17,46],"virtual":[18,49],"doctors.":[19],"However,":[20],"current":[21],"approaches":[22],"rely":[23],"on":[24,139],"patient's":[25],"subjective":[26],"descriptions":[27],"of":[28,36,166],"symptoms,":[29],"causing":[30],"increased":[31],"misdiagnosis.":[32],"Recognizing":[33],"value":[35],"daily":[37,124],"data":[38,62,125],"from":[39,63,126],"smart":[40,64,127],"devices,":[41],"we":[42],"introduce":[43],"a":[44,94,167],"novel":[45,95],"multi-turn":[47,114],"consultation":[48],"doctor":[50],"system,":[51],"DrHouse,":[52],"which":[53],"incorporates":[54],"three":[55,140],"significant":[56],"contributions:":[57],"1)":[58],"It":[59],"utilizes":[60],"sensor":[61],"devices":[65,128],"diagnosis":[68,158],"process,":[69],"enhancing":[70],"accuracy":[71,159],"and":[72,103,109,133,143,176],"reliability.":[73],"2)":[74],"DrHouse":[75,92,116,149],"leverages":[76],"continuously":[77],"updating":[78],"medical":[79,111,174],"knowledge":[80],"bases":[81],"ensure":[83],"its":[84,136],"model":[85],"remains":[86],"at":[87],"diagnostic":[88,96],"standard's":[89],"forefront.":[90],"3)":[91],"introduces":[93],"algorithm":[97],"that":[98,148,172],"concurrently":[99],"evaluates":[100],"diseases":[102],"their":[104],"likelihood,":[105],"facilitating":[106],"more":[107],"nuanced":[108],"informed":[110],"assessments.":[112],"Through":[113],"interactions,":[115],"determines":[117],"next":[119],"steps,":[120],"such":[121],"accessing":[123],"or":[129],"requesting":[130],"in-lab":[131],"tests,":[132],"progressively":[134],"refines":[135],"diagnoses.":[137],"Evaluations":[138],"public":[141],"datasets":[142,146],"our":[144],"self-collected":[145],"show":[147,171],"can":[150],"achieve":[151],"up":[152],"an":[154],"31.5%":[155],"increase":[156],"over":[160],"state-of-the-art":[162],"baselines.":[163],"The":[164],"results":[165],"32-participant":[168],"user":[169],"study":[170],"75%":[173],"experts":[175],"91.7%":[177],"test":[178],"subjects":[179],"are":[180],"willing":[181],"use":[183],"DrHouse.":[184]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":37},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}