{"id":"https://openalex.org/W4401553232","doi":"https://doi.org/10.1007/s10462-024-10876-2","title":"A review of deep learning models and online healthcare databases for electronic health records and their use for health prediction","display_name":"A review of deep learning models and online healthcare databases for electronic health records and their use for health prediction","publication_year":2024,"publication_date":"2024-08-13","ids":{"openalex":"https://openalex.org/W4401553232","doi":"https://doi.org/10.1007/s10462-024-10876-2"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-024-10876-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10876-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10876-2.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10876-2.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034664503","display_name":"Nurul Athirah Nasarudin","orcid":"https://orcid.org/0000-0002-7684-4184"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Nurul Athirah Nasarudin","raw_affiliation_strings":["Health Data Science Lab, Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, Abu Dhabi, 17666, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Data Science Lab, Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, Abu Dhabi, 17666, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036287042","display_name":"Fatma Al Jasmi","orcid":null},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Fatma Al Jasmi","raw_affiliation_strings":["Health Data Science Lab, Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, Abu Dhabi, 17666, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Data Science Lab, Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, Abu Dhabi, 17666, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039872140","display_name":"Richard Sinnott","orcid":"https://orcid.org/0000-0001-5998-222X"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"The University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Richard O. Sinnott","raw_affiliation_strings":["School of Computing and Information Systems, The University of Melbourne, Melbourne, VIC, 3010, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, The University of Melbourne, Melbourne, VIC, 3010, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040640075","display_name":"Nazar Zaki","orcid":"https://orcid.org/0000-0002-6259-9843"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Nazar Zaki","raw_affiliation_strings":["Department of Computer Science and Software Engineering, College of Information Technology, United Arab Emirate University, Al Ain, Abu Dhabi, 17666, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, College of Information Technology, United Arab Emirate University, Al Ain, Abu Dhabi, 17666, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109334982","display_name":"Hany Al Ashwal","orcid":null},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Hany Al Ashwal","raw_affiliation_strings":["Department of Computer Science and Software Engineering, College of Information Technology, United Arab Emirate University, Al Ain, Abu Dhabi, 17666, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Software Engineering, College of Information Technology, United Arab Emirate University, Al Ain, Abu Dhabi, 17666, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045069369","display_name":"Elfadil A. Mohamed","orcid":"https://orcid.org/0000-0001-9281-3815"},"institutions":[{"id":"https://openalex.org/I182000528","display_name":"Ajman University","ror":"https://ror.org/01j1rma10","country_code":"AE","type":"education","lineage":["https://openalex.org/I182000528"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Elfadil A. Mohamed","raw_affiliation_strings":["Artificial Intelligence Research Center (AIRC), College of Engineering and Information Technology, Ajman University, Ajman, 346, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Artificial Intelligence Research Center (AIRC), College of Engineering and Information Technology, Ajman University, Ajman, 346, United Arab Emirates","institution_ids":["https://openalex.org/I182000528"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085034566","display_name":"Mohd Saberi Mohamad","orcid":"https://orcid.org/0000-0002-1079-4559"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Mohd Saberi Mohamad","raw_affiliation_strings":["Health Data Science Lab, Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, Abu Dhabi, 17666, United Arab Emirates"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Health Data Science Lab, Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, Abu Dhabi, 17666, United Arab Emirates","institution_ids":["https://openalex.org/I201726411"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5085034566"],"corresponding_institution_ids":["https://openalex.org/I201726411"],"apc_list":{"value":3090,"currency":"USD","value_usd":3090},"apc_paid":{"value":3090,"currency":"USD","value_usd":3090},"fwci":5.8323,"has_fulltext":true,"cited_by_count":24,"citation_normalized_percentile":{"value":0.96599529,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"57","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9927999973297119,"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/T14280","display_name":"Big Data Technologies and Applications","score":0.9365000128746033,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-records","display_name":"Health records","score":0.8585748672485352},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.629442572593689},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6067105531692505},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5294815301895142},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.4476114511489868},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.43376386165618896}],"concepts":[{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.8585748672485352},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.629442572593689},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6067105531692505},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5294815301895142},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.4476114511489868},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43376386165618896},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-024-10876-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10876-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10876-2.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-024-10876-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-024-10876-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-024-10876-2.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4455952230","display_name":null,"funder_award_id":"12M109","funder_id":"https://openalex.org/F4320323593","funder_display_name":"United Arab Emirates University"},{"id":"https://openalex.org/G6160009201","display_name":null,"funder_award_id":"12R111","funder_id":"https://openalex.org/F4320323593","funder_display_name":"United Arab Emirates University"},{"id":"https://openalex.org/G840837727","display_name":null,"funder_award_id":"VRI-20-10","funder_id":"https://openalex.org/F4320319679","funder_display_name":"Advanced Technology Research Council"}],"funders":[{"id":"https://openalex.org/F4320319679","display_name":"Advanced Technology Research Council","ror":null},{"id":"https://openalex.org/F4320323593","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401553232.pdf","grobid_xml":"https://content.openalex.org/works/W4401553232.grobid-xml"},"referenced_works_count":47,"referenced_works":["https://openalex.org/W1984280085","https://openalex.org/W2012451988","https://openalex.org/W2027106132","https://openalex.org/W2119852447","https://openalex.org/W2153537259","https://openalex.org/W2162800060","https://openalex.org/W2395172628","https://openalex.org/W2396881363","https://openalex.org/W2404901863","https://openalex.org/W2518582440","https://openalex.org/W2527709935","https://openalex.org/W2555667994","https://openalex.org/W2557074642","https://openalex.org/W2559646245","https://openalex.org/W2607113351","https://openalex.org/W2625625371","https://openalex.org/W2690721124","https://openalex.org/W2742491462","https://openalex.org/W2745673637","https://openalex.org/W2755895186","https://openalex.org/W2756184660","https://openalex.org/W2773114958","https://openalex.org/W2795959543","https://openalex.org/W2802668759","https://openalex.org/W2805089815","https://openalex.org/W2808379857","https://openalex.org/W2809254203","https://openalex.org/W2809396336","https://openalex.org/W2888788502","https://openalex.org/W2891400669","https://openalex.org/W2896538705","https://openalex.org/W2950562763","https://openalex.org/W2956513391","https://openalex.org/W2958149604","https://openalex.org/W2963806310","https://openalex.org/W2966008801","https://openalex.org/W3000238064","https://openalex.org/W3004227146","https://openalex.org/W3042895962","https://openalex.org/W3043596964","https://openalex.org/W3045837041","https://openalex.org/W3080098168","https://openalex.org/W3092301826","https://openalex.org/W3104523752","https://openalex.org/W3203116568","https://openalex.org/W4200123295","https://openalex.org/W4200434787"],"related_works":["https://openalex.org/W187932805","https://openalex.org/W4392490004","https://openalex.org/W1641026212","https://openalex.org/W2911982698","https://openalex.org/W2323588885","https://openalex.org/W3047677938","https://openalex.org/W2087134418","https://openalex.org/W2078646730","https://openalex.org/W4312053962","https://openalex.org/W176477701"],"abstract_inverted_index":{"A":[0],"fundamental":[1],"obstacle":[2],"to":[3,7,68,86,113,126,157,167,191,217,238],"healthcare":[4,48,74],"transformation":[5],"continues":[6],"be":[8],"the":[9,83,210,218,240],"acquisition":[10],"of":[11,31,59,81,187,202,212,220,242],"knowledge":[12],"and":[13,20,39,96,105,115,129,144,161,179,197,204,235,245],"insightful":[14],"data":[15,32,84,100,234],"from":[16],"complex,":[17],"high":[18],"dimensional,":[19],"heterogeneous":[21],"biological":[22],"data.":[23,75],"As":[24,118],"technology":[25,140],"has":[26],"improved,":[27],"a":[28,65,87,119],"wide":[29],"variety":[30],"sources,":[33],"including":[34,91],"omics":[35],"data,":[36,38],"imaging":[37],"health":[40,52,131],"records,":[41,61],"have":[42,62,141,154],"been":[43],"available":[44],"for":[45,72,147,247],"use":[46,123],"in":[47,108,133,137,200],"research":[49,172,249],"contexts.":[50],"Electronic":[51],"records":[53],"(EHRs),":[54],"which":[55],"are":[56],"digitalized":[57],"versions":[58],"medical":[60,89,228],"given":[63],"researchers":[64],"significant":[66],"chance":[67],"create":[69],"computational":[70],"methods":[71],"analyzing":[73],"EHR":[76,99,182,233],"systems":[77],"typically":[78],"keep":[79],"track":[80,130],"all":[82],"relating":[85],"patient\u2019s":[88],"history,":[90],"clinical":[92],"notes,":[93],"demographic":[94],"background,":[95],"diagnosis":[97],"details.":[98],"can":[101],"offer":[102],"valuable":[103],"insights":[104],"support":[106,239],"doctors":[107],"making":[109],"better":[110],"decisions":[111],"related":[112],"disease":[114],"diagnostic":[116],"forecasts.":[117],"result,":[120],"several":[121],"academics":[122],"deep":[124,138,174,223],"learning":[125,139,150,175,224],"forecast":[127],"diseases":[128],"trajectories":[132],"EHR.":[134],"Recent":[135],"advances":[136],"produced":[142],"innovative":[143],"practical":[145],"paradigms":[146],"building":[148],"end-to-end":[149],"models.":[151],"However,":[152],"scholars":[153],"limited":[155],"access":[156],"online":[158,183],"HER":[159],"databases,":[160],"there":[162],"is":[163,190,207],"an":[164],"inherent":[165],"need":[166],"address":[168],"this":[169,188,213],"issue.":[170],"This":[171],"examines":[173],"models,":[176,196,244],"their":[177],"architectures,":[178,195,243],"readily":[180],"accessible":[181],"databases.":[184],"The":[185],"goal":[186],"paper":[189],"examine":[192],"how":[193],"various":[194],"databases":[198,246],"differ":[199],"terms":[201],"features":[203],"usability.":[205],"It":[206],"anticipated":[208],"that":[209,226],"outcomes":[211],"review":[214],"will":[215],"lead":[216],"development":[219],"more":[221],"robust":[222],"models":[225],"facilitate":[227],"decision-making":[229],"processes":[230],"based":[231],"on":[232],"inform":[236],"efforts":[237],"selection":[241],"specific":[248],"purposes.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}