{"id":"https://openalex.org/W4387754904","doi":"https://doi.org/10.1145/3608298.3608316","title":"A Predictive Model for Clinical Health Risk Using Multimodal Electronic Health Record Data","display_name":"A Predictive Model for Clinical Health Risk Using Multimodal Electronic Health Record Data","publication_year":2023,"publication_date":"2023-05-12","ids":{"openalex":"https://openalex.org/W4387754904","doi":"https://doi.org/10.1145/3608298.3608316"},"language":"en","primary_location":{"id":"doi:10.1145/3608298.3608316","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3608298.3608316","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 the 7th International Conference on Medical and Health Informatics (ICMHI)","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/A5103264414","display_name":"Yangqiang Lin","orcid":"https://orcid.org/0000-0002-5966-3672"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210144482","display_name":"Shanghai Sixth People's Hospital","ror":"https://ror.org/049zrh188","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210144482"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yangqiang Lin","raw_affiliation_strings":["School of Biomedical Engineering, Shanghai Jiao Tong University, China and \rInformation Technology Office, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University, China"],"raw_orcid":"https://orcid.org/0000-0002-5966-3672","affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Shanghai Jiao Tong University, China and \rInformation Technology Office, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I4210144482","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066451199","display_name":"Lei Yu","orcid":"https://orcid.org/0000-0003-1417-5218"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210144482","display_name":"Shanghai Sixth People's Hospital","ror":"https://ror.org/049zrh188","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210144482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Yu","raw_affiliation_strings":["Information Technology Office, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University, China"],"raw_orcid":"https://orcid.org/0000-0003-1417-5218","affiliations":[{"raw_affiliation_string":"Information Technology Office, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I4210144482","https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003942033","display_name":"Yimin Fu","orcid":"https://orcid.org/0009-0004-4695-0527"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210144482","display_name":"Shanghai Sixth People's Hospital","ror":"https://ror.org/049zrh188","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210144482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yimin Fu","raw_affiliation_strings":["Information Technology Office, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University, China"],"raw_orcid":"https://orcid.org/0009-0004-4695-0527","affiliations":[{"raw_affiliation_string":"Information Technology Office, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I4210144482","https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103198495","display_name":"Xichuan Zheng","orcid":"https://orcid.org/0009-0001-6980-9487"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]},{"id":"https://openalex.org/I4210144482","display_name":"Shanghai Sixth People's Hospital","ror":"https://ror.org/049zrh188","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210144482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xichuan Zheng","raw_affiliation_strings":["Information Technology Office, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University, China"],"raw_orcid":"https://orcid.org/0009-0001-6980-9487","affiliations":[{"raw_affiliation_string":"Information Technology Office, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University, China","institution_ids":["https://openalex.org/I4210144482","https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103264414"],"corresponding_institution_ids":["https://openalex.org/I183067930","https://openalex.org/I4210144482"],"apc_list":null,"apc_paid":null,"fwci":0.1704,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57399508,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"85","last_page":"90"},"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":0.9702000021934509,"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":0.9649999737739563,"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/computer-science","display_name":"Computer science","score":0.567082941532135},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5580095052719116},{"id":"https://openalex.org/keywords/vital-signs","display_name":"Vital signs","score":0.5338590741157532},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.5145286917686462},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.4983522891998291},{"id":"https://openalex.org/keywords/medical-record","display_name":"Medical record","score":0.48223528265953064},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4769660234451294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.420209676027298},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38639867305755615},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3795706331729889},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2921961545944214},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.10947775840759277}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.567082941532135},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5580095052719116},{"id":"https://openalex.org/C2776890885","wikidata":"https://www.wikidata.org/wiki/Q1067560","display_name":"Vital signs","level":2,"score":0.5338590741157532},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.5145286917686462},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.4983522891998291},{"id":"https://openalex.org/C195910791","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Medical record","level":2,"score":0.48223528265953064},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4769660234451294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.420209676027298},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38639867305755615},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3795706331729889},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2921961545944214},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.10947775840759277},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"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/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3608298.3608316","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3608298.3608316","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 the 7th International Conference on Medical and Health Informatics (ICMHI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.49000000953674316,"display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2014224402","https://openalex.org/W2047515992","https://openalex.org/W2742491462","https://openalex.org/W3004001630","https://openalex.org/W3042777221","https://openalex.org/W3102696737","https://openalex.org/W3106591544","https://openalex.org/W3121194378","https://openalex.org/W3130634310","https://openalex.org/W4293242440"],"related_works":["https://openalex.org/W2053514191","https://openalex.org/W30340901","https://openalex.org/W1660746341","https://openalex.org/W4205307318","https://openalex.org/W2162926135","https://openalex.org/W3005991535","https://openalex.org/W2087901682","https://openalex.org/W4285102294","https://openalex.org/W3948632","https://openalex.org/W2074765259"],"abstract_inverted_index":{"To":[0],"increase":[1],"the":[2,8,42,83,93,96,102,105,112,115,119,142],"availability":[3],"of":[4,10,144,152],"ICU":[5,85],"resources":[6],"and":[7,23,30,46,54,101,147],"quality":[9,143],"clinical":[11,31,63,125],"monitoring,":[12],"we":[13],"develop":[14],"a":[15],"deep":[16],"learning":[17],"model":[18,40,117,132],"to":[19,67,111],"predict":[20],"in-hospital":[21],"mortality":[22],"decompensation":[24],"risk":[25,72],"using":[26,79,92],"time":[27,43],"series":[28,44],"data":[29,57],"notes":[32,64],"from":[33,60,82],"electronic":[34],"health":[35],"records":[36,81],"(EHR).":[37],"The":[38,88],"proposed":[39],"integrates":[41],"prediction":[45],"text":[47],"feature":[48],"extraction":[49],"modules.":[50],"Demographics,":[51],"laboratory":[52],"tests,":[53],"vital":[55],"signs":[56],"were":[58,65],"extracted":[59],"EHR.":[61],"Moreover,":[62],"obtained":[66],"give":[68],"additional":[69],"information":[70],"for":[71,123],"prediction.":[73],"A":[74],"retrospective":[75],"study":[76],"was":[77,90],"conducted":[78],"patient":[80],"open-source":[84],"database":[86],"MIMIC-III.":[87],"performance":[89],"evaluated":[91],"area":[94,103],"under":[95,104],"receiver":[97],"operating":[98],"characteristic":[99],"(AUROC)":[100],"precision-recall":[106],"curve":[107],"(AUPRC).":[108],"In":[109],"comparison":[110],"baseline":[113],"model,":[114],"suggested":[116],"achieved":[118],"greatest":[120],"metric":[121],"value":[122],"two":[124],"tasks.":[126],"It":[127],"is":[128],"anticipated":[129],"that":[130],"our":[131],"will":[133],"assist":[134],"medical":[135,153],"personnel":[136],"in":[137],"identifying":[138],"high-risk":[139],"patients,":[140],"enhancing":[141],"nursing":[145],"care,":[146],"facilitating":[148],"more":[149],"fair":[150],"scheduling":[151],"resources.":[154]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}