{"id":"https://openalex.org/W4414360344","doi":"https://doi.org/10.24963/ijcai.2025/1097","title":"Early Detection of Patient Deterioration from Real-Time Wearable Monitoring System","display_name":"Early Detection of Patient Deterioration from Real-Time Wearable Monitoring System","publication_year":2025,"publication_date":"2025-09-01","ids":{"openalex":"https://openalex.org/W4414360344","doi":"https://doi.org/10.24963/ijcai.2025/1097"},"language":"en","primary_location":{"id":"doi:10.24963/ijcai.2025/1097","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/1097","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5056560635","display_name":"Lo Pang-Yun Ting","orcid":"https://orcid.org/0009-0001-8141-9633"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Lo Pang-Yun Ting","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047363637","display_name":"Hong-Pei Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hong-Pei Chen","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000395009","display_name":"An-Shan Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"An-Shan Liu","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056188345","display_name":"Chun\u2010Yin Yeh","orcid":"https://orcid.org/0000-0002-0164-3468"},"institutions":[{"id":"https://openalex.org/I4210158999","display_name":"National Cheng Kung University Hospital","ror":"https://ror.org/04zx3rq17","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210158999"]},{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chun-Yin Yeh","raw_affiliation_strings":["Dept. of Nursing, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Nursing, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558","https://openalex.org/I4210158999"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100629023","display_name":"Po\u2010Lin Chen","orcid":"https://orcid.org/0000-0002-4015-1052"},"institutions":[{"id":"https://openalex.org/I4210158999","display_name":"National Cheng Kung University Hospital","ror":"https://ror.org/04zx3rq17","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210158999"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Po-Lin Chen","raw_affiliation_strings":["Division of Infectious Diseases, National Cheng Kung University Hospital, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Infectious Diseases, National Cheng Kung University Hospital, Taiwan","institution_ids":["https://openalex.org/I4210158999"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034198742","display_name":"Kun-Ta Chuang","orcid":"https://orcid.org/0000-0002-3914-8550"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kun-Ta Chuang","raw_affiliation_strings":["Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of Computer Science and Information Engineering, National Cheng Kung University, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4141,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83910033,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"9871","last_page":"9879"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.6880000233650208,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T13248","display_name":"Healthcare Technology and Patient Monitoring","score":0.6880000233650208,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"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/wearable-computer","display_name":"Wearable computer","score":0.8445000052452087},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.5688999891281128},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.42660000920295715},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.41600000858306885},{"id":"https://openalex.org/keywords/remote-patient-monitoring","display_name":"Remote patient monitoring","score":0.3871000111103058},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.3840000033378601},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.37130001187324524}],"concepts":[{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.8445000052452087},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6014000177383423},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.5688999891281128},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.42660000920295715},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.41600000858306885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.398499995470047},{"id":"https://openalex.org/C175079658","wikidata":"https://www.wikidata.org/wiki/Q7312165","display_name":"Remote patient monitoring","level":2,"score":0.3871000111103058},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3840000033378601},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.37130001187324524},{"id":"https://openalex.org/C2777953023","wikidata":"https://www.wikidata.org/wiki/Q1073121","display_name":"Heart rate","level":3,"score":0.3517000079154968},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3398999869823456},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.3310999870300293},{"id":"https://openalex.org/C2776902269","wikidata":"https://www.wikidata.org/wiki/Q5165493","display_name":"Continuous monitoring","level":2,"score":0.32440000772476196},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.31679999828338623},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3073999881744385},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.30149999260902405},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30079999566078186},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.29660001397132874},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2696000039577484},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.25459998846054077},{"id":"https://openalex.org/C2776890885","wikidata":"https://www.wikidata.org/wiki/Q1067560","display_name":"Vital signs","level":2,"score":0.2524999976158142}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.24963/ijcai.2025/1097","is_oa":false,"landing_page_url":"https://doi.org/10.24963/ijcai.2025/1097","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Early":[0],"detection":[1,188],"of":[2,66,115,121,204],"patient":[3,19,150,205],"deterioration":[4],"is":[5],"crucial":[6],"for":[7,28],"reducing":[8],"mortality":[9],"rates.":[10],"Heart":[11],"rate":[12,38,74,89,124,135,152],"data":[13,39,47,153,170],"has":[14],"shown":[15],"promise":[16],"in":[17,44,72,87,200],"assessing":[18],"health,":[20],"and":[21,40,95,111,131,145,156,163,178],"wearable":[22,45],"devices":[23],"offer":[24],"a":[25,79,102],"cost-effective":[26],"solution":[27],"real-time":[29],"monitoring.":[30],"However,":[31],"extracting":[32],"meaningful":[33],"insights":[34],"from":[35,154],"diverse":[36],"heart":[37,73,88,123,134,151],"handling":[41],"missing":[42,116],"values":[43],"device":[46],"remain":[48],"key":[49],"challenges.":[50],"To":[51],"address":[52],"these":[53],"challenges,":[54],"we":[55],"propose":[56],"TARL,":[57],"an":[58,194],"innovative":[59],"approach":[60],"that":[61,172],"models":[62],"the":[63,113,119],"structural":[64],"relationships":[65,108],"representative":[67],"subsequences,":[68],"known":[69],"as":[70,193],"shapelets,":[71],"time":[75,90],"series.":[76],"TARL":[77,173],"creates":[78],"shapelet-transition":[80],"knowledge":[81,104],"graph":[82],"to":[83,106,147,159,197],"model":[84],"shapelet":[85],"dynamics":[86],"series,":[91],"indicating":[92],"illness":[93,139,161],"progression":[94],"potential":[96,192],"future":[97,133],"changes.":[98],"We":[99,141],"further":[100,184],"introduce":[101],"transition-aware":[103],"embedding":[105],"reinforce":[107],"among":[109],"shapelets":[110],"quantify":[112],"impact":[114],"values,":[117],"enabling":[118],"formulation":[120],"comprehensive":[122],"representations.":[125],"These":[126],"representations":[127],"capture":[128],"explanatory":[129],"structures":[130],"predict":[132],"trends,":[136],"aiding":[137],"early":[138,179,202],"detection.":[140,180],"collaborate":[142],"with":[143],"physicians":[144],"nurses":[146],"gather":[148],"ICU":[149,169],"wearables":[155],"diagnostic":[157],"metrics":[158],"assess":[160],"severity":[162],"evaluate":[164],"deterioration.":[165,206],"Experiments":[166],"on":[167],"real-world":[168],"demonstrate":[171],"achieves":[174],"both":[175],"high":[176],"reliability":[177],"A":[181],"case":[182],"study":[183],"showcases":[185],"TARL's":[186],"explainable":[187],"process,":[189],"highlighting":[190],"its":[191],"AI-driven":[195],"tool":[196],"assist":[198],"clinicians":[199],"recognizing":[201],"signs":[203]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}