{"id":"https://openalex.org/W4313066147","doi":"https://doi.org/10.14778/3554821.3554835","title":"DyHealth","display_name":"DyHealth","publication_year":2022,"publication_date":"2022-08-01","ids":{"openalex":"https://openalex.org/W4313066147","doi":"https://doi.org/10.14778/3554821.3554835"},"language":"en","primary_location":{"id":"doi:10.14778/3554821.3554835","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3554821.3554835","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-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/A5049786587","display_name":"Kaiping Zheng","orcid":"https://orcid.org/0000-0001-8138-1543"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Kaiping Zheng","raw_affiliation_strings":["National University of Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001683040","display_name":"Shaofeng Cai","orcid":"https://orcid.org/0000-0001-8605-076X"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Shaofeng Cai","raw_affiliation_strings":["National University of Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086942754","display_name":"Horng\u2010Ruey Chua","orcid":"https://orcid.org/0000-0003-1379-0585"},"institutions":[{"id":"https://openalex.org/I2801047068","display_name":"University Health System","ror":"https://ror.org/01d9cs377","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2801047068"]},{"id":"https://openalex.org/I4210150261","display_name":"National University Health System","ror":"https://ror.org/05tjjsh18","country_code":"SG","type":"education","lineage":["https://openalex.org/I4210150261"]}],"countries":["SG","US"],"is_corresponding":false,"raw_author_name":"Horng Ruey Chua","raw_affiliation_strings":["National University Health System"],"affiliations":[{"raw_affiliation_string":"National University Health System","institution_ids":["https://openalex.org/I2801047068","https://openalex.org/I4210150261"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087589863","display_name":"Melanie Herschel","orcid":"https://orcid.org/0009-0007-9821-5921"},"institutions":[{"id":"https://openalex.org/I100066346","display_name":"University of Stuttgart","ror":"https://ror.org/04vnq7t77","country_code":"DE","type":"education","lineage":["https://openalex.org/I100066346"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Melanie Herschel","raw_affiliation_strings":["Universit\u00e4t Stuttgart"],"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Stuttgart","institution_ids":["https://openalex.org/I100066346"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032263010","display_name":"Meihui Zhang","orcid":"https://orcid.org/0000-0002-0752-9877"},"institutions":[{"id":"https://openalex.org/I125839683","display_name":"Beijing Institute of Technology","ror":"https://ror.org/01skt4w74","country_code":"CN","type":"education","lineage":["https://openalex.org/I125839683","https://openalex.org/I890469752"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meihui Zhang","raw_affiliation_strings":["Beijing Institute of Technology"],"affiliations":[{"raw_affiliation_string":"Beijing Institute of Technology","institution_ids":["https://openalex.org/I125839683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024892041","display_name":"Beng Chin Ooi","orcid":"https://orcid.org/0000-0003-4446-1100"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Beng Chin Ooi","raw_affiliation_strings":["National University of Singapore"],"affiliations":[{"raw_affiliation_string":"National University of Singapore","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5049786587"],"corresponding_institution_ids":["https://openalex.org/I165932596"],"apc_list":null,"apc_paid":null,"fwci":1.5908,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.86094371,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"15","issue":"12","first_page":"3445","last_page":"3458"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9998999834060669,"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":0.9998999834060669,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.9782000184059143,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.7517995834350586},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7266677021980286},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.667633056640625},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6263645887374878},{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.5973278284072876},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4696480631828308},{"id":"https://openalex.org/keywords/multimodality","display_name":"Multimodality","score":0.4639309048652649},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.4439893066883087},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44055411219596863},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.4321853220462799},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4125315546989441},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35054320096969604},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33530133962631226},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.10561296343803406}],"concepts":[{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.7517995834350586},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7266677021980286},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.667633056640625},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6263645887374878},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.5973278284072876},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4696480631828308},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.4639309048652649},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.4439893066883087},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44055411219596863},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.4321853220462799},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4125315546989441},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35054320096969604},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33530133962631226},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.10561296343803406},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14778/3554821.3554835","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3554821.3554835","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.6499999761581421}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1982818068","https://openalex.org/W1983798833","https://openalex.org/W2023502360","https://openalex.org/W2058046352","https://openalex.org/W2096966803","https://openalex.org/W2113127248","https://openalex.org/W2117340355","https://openalex.org/W2131774270","https://openalex.org/W2219889856","https://openalex.org/W2267186426","https://openalex.org/W2345778363","https://openalex.org/W2619383789","https://openalex.org/W2690721124","https://openalex.org/W2755327393","https://openalex.org/W2767290858","https://openalex.org/W2792648929","https://openalex.org/W2798768860","https://openalex.org/W2804604520","https://openalex.org/W2806031239","https://openalex.org/W2884555939","https://openalex.org/W2885311373","https://openalex.org/W2914241418","https://openalex.org/W2916668060","https://openalex.org/W2946165673","https://openalex.org/W2946420716","https://openalex.org/W2952574438","https://openalex.org/W2962934715","https://openalex.org/W2963095307","https://openalex.org/W3004356227","https://openalex.org/W4200516668","https://openalex.org/W4235770099","https://openalex.org/W6753278433"],"related_works":["https://openalex.org/W3205552558","https://openalex.org/W2248852396","https://openalex.org/W4206534706","https://openalex.org/W96990765","https://openalex.org/W3105484484","https://openalex.org/W4229079080","https://openalex.org/W3203961807","https://openalex.org/W3012234327","https://openalex.org/W3089817689","https://openalex.org/W2154383330"],"abstract_inverted_index":{"In":[0,135],"National":[1],"University":[2],"Hospital":[3],"(NUH)":[4],"in":[5,97,127,133,185,205,220],"Singapore,":[6],"we":[7,83,144],"conduct":[8,172],"healthcare":[9,49,95,225],"analytics":[10,50,96],"that":[11,110],"analyzes":[12],"heterogeneous":[13],"electronic":[14],"medical":[15],"records":[16],"(EMR)":[17],"to":[18,70,73,92,112,137,150,195],"support":[19,151],"effective":[20],"clinical":[21,98],"decision-making":[22],"on":[23,31,167,178],"a":[24,85,157,168,173],"daily":[25],"basis.":[26,170],"Existing":[27],"work":[28],"mainly":[29],"focuses":[30],"multimodality":[32],"for":[33,42,162,198],"extracting":[34],"complementary":[35],"information":[36,120],"from":[37,121,183],"different":[38,101,122],"modalities,":[39],"and/or":[40],"interpretability":[41],"providing":[43,163],"interpretable":[44,89,224],"prediction":[45],"results.":[46],"However,":[47],"real-world":[48],"has":[51],"presented":[52],"another":[53],"major":[54],"challenge,":[55],"i.e.,":[56],"the":[57,80,113,179,213],"available":[58],"modalities":[59,102,123],"evolve":[60],"or":[61],"change":[62],"intermittently.":[63],"Addressing":[64],"this":[65],"challenge":[66],"requires":[67],"deployed":[68],"models":[69],"be":[71],"adaptive":[72],"such":[74],"dynamic":[75,94],"modality":[76,140,152],"changes.":[77],"To":[78],"meet":[79],"aforementioned":[81],"requirement,":[82],"develop":[84],"modular,":[86],"multimodal":[87,222],"and":[88,191,216,223],"framework":[90],"DyHealth":[91,177,187,204,219],"enable":[93],"practice.":[99],"Specifically,":[100],"are":[103],"processed":[104],"within":[105],"their":[106],"respective":[107],"data":[108,182],"modules":[109],"adhere":[111],"interface":[114],"defined":[115],"by":[116],"DyHealth.":[117,134],"The":[118],"extracted":[119],"is":[124,193],"integrated":[125],"subsequently":[126],"our":[128],"proposed":[129],"Multimodal":[130],"Fusion":[131],"Module":[132],"order":[136],"better":[138],"handle":[139],"changes":[141],"at":[142],"runtime,":[143],"further":[145],"propose":[146],"exponential":[147],"increasing/decreasing":[148],"mechanisms":[149],"\"hot-plug\".":[153],"We":[154,171,201],"also":[155,202],"devise":[156],"novel":[158],"modality-based":[159],"attention":[160],"mechanism":[161],"fine-grained":[164],"interpretation":[165],"results":[166,211],"per-input":[169],"pilot":[174],"evaluation":[175],"of":[176,218],"patients'":[180],"EMR":[181,208],"NUH,":[184],"which":[186],"achieves":[188],"superior":[189],"performance":[190],"therefore,":[192],"promising":[194],"roll":[196],"out":[197],"hospital-wide":[199],"deployment.":[200],"validate":[203],"two":[206],"public":[207],"datasets.":[209],"Experimental":[210],"confirm":[212],"effectiveness,":[214],"flexibility,":[215],"extensibility":[217],"supporting":[221],"analytics.":[226]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2023-01-06T00:00:00"}