{"id":"https://openalex.org/W4409289906","doi":"https://doi.org/10.1016/j.compbiomed.2025.110108","title":"From Silos to Synthesis: A comprehensive review of domain adaptation strategies for multi-source data integration in healthcare","display_name":"From Silos to Synthesis: A comprehensive review of domain adaptation strategies for multi-source data integration in healthcare","publication_year":2025,"publication_date":"2025-04-09","ids":{"openalex":"https://openalex.org/W4409289906","doi":"https://doi.org/10.1016/j.compbiomed.2025.110108","pmid":"https://pubmed.ncbi.nlm.nih.gov/40209575"},"language":"en","primary_location":{"id":"doi:10.1016/j.compbiomed.2025.110108","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.compbiomed.2025.110108","pdf_url":null,"source":{"id":"https://openalex.org/S44278595","display_name":"Computers in Biology and Medicine","issn_l":"0010-4825","issn":["0010-4825","1879-0534"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers in Biology and Medicine","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Shelia Rahman Tuly","orcid":"https://orcid.org/0000-0001-7338-1367"},"institutions":[{"id":"https://openalex.org/I185443292","display_name":"Wayne State University","ror":"https://ror.org/01070mq45","country_code":"US","type":"education","lineage":["https://openalex.org/I185443292"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shelia Rahman Tuly","raw_affiliation_strings":["Department of Computer Science, Wayne State University, 5057 Woodward Ave, Detroit, 48201, MI, USA. Electronic address: shelia.tuly@wayne.edu"],"raw_orcid":"https://orcid.org/0000-0001-7338-1367","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Wayne State University, 5057 Woodward Ave, Detroit, 48201, MI, USA. Electronic address: shelia.tuly@wayne.edu","institution_ids":["https://openalex.org/I185443292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053556486","display_name":"Sima Ranjbari","orcid":"https://orcid.org/0000-0002-0703-2190"},"institutions":[{"id":"https://openalex.org/I185443292","display_name":"Wayne State University","ror":"https://ror.org/01070mq45","country_code":"US","type":"education","lineage":["https://openalex.org/I185443292"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sima Ranjbari","raw_affiliation_strings":["Department of Computer Science, Wayne State University, 5057 Woodward Ave, Detroit, 48201, MI, USA. Electronic address: sima.ranjbari@wayne.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Wayne State University, 5057 Woodward Ave, Detroit, 48201, MI, USA. Electronic address: sima.ranjbari@wayne.edu","institution_ids":["https://openalex.org/I185443292"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ekrem Alper Murat","orcid":null},"institutions":[{"id":"https://openalex.org/I185443292","display_name":"Wayne State University","ror":"https://ror.org/01070mq45","country_code":"US","type":"education","lineage":["https://openalex.org/I185443292"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ekrem Alper Murat","raw_affiliation_strings":["Department of Industrial and Systems Engineering, Wayne State University, 4th Street, Detroit, 48201, MI, USA. Electronic address: amurat@wayne.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Industrial and Systems Engineering, Wayne State University, 4th Street, Detroit, 48201, MI, USA. Electronic address: amurat@wayne.edu","institution_ids":["https://openalex.org/I185443292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074989358","display_name":"Suzan Arslanturk","orcid":"https://orcid.org/0000-0002-4554-4373"},"institutions":[{"id":"https://openalex.org/I185443292","display_name":"Wayne State University","ror":"https://ror.org/01070mq45","country_code":"US","type":"education","lineage":["https://openalex.org/I185443292"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Suzan Arslanturk","raw_affiliation_strings":["Department of Computer Science, Wayne State University, 5057 Woodward Ave, Detroit, 48201, MI, USA. Electronic address: suzan.arslanturk@wayne.edu"],"raw_orcid":"https://orcid.org/0000-0002-4554-4373","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Wayne State University, 5057 Woodward Ave, Detroit, 48201, MI, USA. Electronic address: suzan.arslanturk@wayne.edu","institution_ids":["https://openalex.org/I185443292"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5074989358"],"corresponding_institution_ids":["https://openalex.org/I185443292"],"apc_list":{"value":2610,"currency":"USD","value_usd":2610},"apc_paid":null,"fwci":12.9004,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.98190383,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"191","issue":null,"first_page":"110108","last_page":"110108"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.14839999377727509,"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"}},"topics":[{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.14839999377727509,"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/T11719","display_name":"Data Quality and Management","score":0.14409999549388885,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.12470000237226486,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.7384573221206665},{"id":"https://openalex.org/keywords/information-silo","display_name":"Information silo","score":0.7195641398429871},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5958099961280823},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5564553737640381},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5131140947341919},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4427741467952728},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.41758203506469727},{"id":"https://openalex.org/keywords/process-management","display_name":"Process management","score":0.4120596647262573},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3468629717826843},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.23733797669410706},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.23002418875694275},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1728959083557129},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13050568103790283},{"id":"https://openalex.org/keywords/silo","display_name":"Silo","score":0.09306901693344116},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.09242984652519226},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09100106358528137}],"concepts":[{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.7384573221206665},{"id":"https://openalex.org/C48255552","wikidata":"https://www.wikidata.org/wiki/Q6031230","display_name":"Information silo","level":3,"score":0.7195641398429871},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5958099961280823},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5564553737640381},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5131140947341919},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4427741467952728},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.41758203506469727},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.4120596647262573},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3468629717826843},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.23733797669410706},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.23002418875694275},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1728959083557129},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13050568103790283},{"id":"https://openalex.org/C2778024958","wikidata":"https://www.wikidata.org/wiki/Q213643","display_name":"Silo","level":2,"score":0.09306901693344116},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09242984652519226},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09100106358528137},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003695","descriptor_name":"Delivery of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008490","descriptor_name":"Medical Informatics","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1016/j.compbiomed.2025.110108","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.compbiomed.2025.110108","pdf_url":null,"source":{"id":"https://openalex.org/S44278595","display_name":"Computers in Biology and Medicine","issn_l":"0010-4825","issn":["0010-4825","1879-0534"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers in Biology and Medicine","raw_type":"journal-article"},{"id":"pmid:40209575","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40209575","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers in biology and medicine","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8916468403","display_name":"PROSTATE CANCER BIOMARKER DISCOVERY AND DRUG REPURPOSING USING CROSS-CANCER LEARNING.","funder_award_id":"W81XWH2110570","funder_id":"https://openalex.org/F4320306078","funder_display_name":"U.S. Department of Defense"}],"funders":[{"id":"https://openalex.org/F4320306078","display_name":"U.S. Department of Defense","ror":"https://ror.org/0447fe631"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":144,"referenced_works":["https://openalex.org/W1533335653","https://openalex.org/W1539811621","https://openalex.org/W1580825380","https://openalex.org/W1594521112","https://openalex.org/W1608705073","https://openalex.org/W1632866817","https://openalex.org/W1722318740","https://openalex.org/W1731081199","https://openalex.org/W1967710271","https://openalex.org/W1970958500","https://openalex.org/W1990711931","https://openalex.org/W2041262647","https://openalex.org/W2061734050","https://openalex.org/W2075295044","https://openalex.org/W2096943734","https://openalex.org/W2104094955","https://openalex.org/W2107665951","https://openalex.org/W2117420919","https://openalex.org/W2128053425","https://openalex.org/W2130186565","https://openalex.org/W2150926065","https://openalex.org/W2151975241","https://openalex.org/W2152772232","https://openalex.org/W2164943005","https://openalex.org/W2165698076","https://openalex.org/W2166744489","https://openalex.org/W2169353806","https://openalex.org/W2301401860","https://openalex.org/W2396881363","https://openalex.org/W2468673334","https://openalex.org/W2550535012","https://openalex.org/W2563686712","https://openalex.org/W2602357919","https://openalex.org/W2611138580","https://openalex.org/W2753491454","https://openalex.org/W2765654979","https://openalex.org/W2768488789","https://openalex.org/W2770363598","https://openalex.org/W2770645414","https://openalex.org/W2780925023","https://openalex.org/W2783171635","https://openalex.org/W2784499877","https://openalex.org/W2794891507","https://openalex.org/W2803620993","https://openalex.org/W2806321514","https://openalex.org/W2807841289","https://openalex.org/W2824666584","https://openalex.org/W2884682196","https://openalex.org/W2885052892","https://openalex.org/W2890374010","https://openalex.org/W2903448820","https://openalex.org/W2913684945","https://openalex.org/W2921322750","https://openalex.org/W2942818594","https://openalex.org/W2950086191","https://openalex.org/W2950499001","https://openalex.org/W2951939904","https://openalex.org/W2956206223","https://openalex.org/W2963073614","https://openalex.org/W2963532621","https://openalex.org/W2964082983","https://openalex.org/W2964288524","https://openalex.org/W2969278648","https://openalex.org/W2979894599","https://openalex.org/W2991049554","https://openalex.org/W2995656434","https://openalex.org/W3004237620","https://openalex.org/W3015735225","https://openalex.org/W3021632667","https://openalex.org/W3034218934","https://openalex.org/W3034368386","https://openalex.org/W3035519852","https://openalex.org/W3039278219","https://openalex.org/W3040064074","https://openalex.org/W3098949126","https://openalex.org/W3099097979","https://openalex.org/W3103787556","https://openalex.org/W3119341693","https://openalex.org/W3138154797","https://openalex.org/W3141070438","https://openalex.org/W3161146067","https://openalex.org/W3165325257","https://openalex.org/W3165847061","https://openalex.org/W3176720610","https://openalex.org/W3184477511","https://openalex.org/W3193570366","https://openalex.org/W3193631641","https://openalex.org/W3203588026","https://openalex.org/W3211513685","https://openalex.org/W3212215935","https://openalex.org/W3217693365","https://openalex.org/W4205230724","https://openalex.org/W4210457969","https://openalex.org/W4212943826","https://openalex.org/W4213440108","https://openalex.org/W4220918105","https://openalex.org/W4224276240","https://openalex.org/W4225404354","https://openalex.org/W4226402909","https://openalex.org/W4249502209","https://openalex.org/W4280561352","https://openalex.org/W4287891019","https://openalex.org/W4289367348","https://openalex.org/W4293733597","https://openalex.org/W4295508821","https://openalex.org/W4301409532","https://openalex.org/W4306831165","https://openalex.org/W4307539314","https://openalex.org/W4307581346","https://openalex.org/W4308338069","https://openalex.org/W4309097288","https://openalex.org/W4321472008","https://openalex.org/W4384518043","https://openalex.org/W4386840853","https://openalex.org/W4387424306","https://openalex.org/W4389497343","https://openalex.org/W4400101220","https://openalex.org/W4401657581","https://openalex.org/W4404573842","https://openalex.org/W4404783496","https://openalex.org/W4406947259","https://openalex.org/W4407185610","https://openalex.org/W6632813202","https://openalex.org/W6637618735","https://openalex.org/W6666017396","https://openalex.org/W6666709296","https://openalex.org/W6676297131","https://openalex.org/W6679648742","https://openalex.org/W6688325169","https://openalex.org/W6731482924","https://openalex.org/W6735926176","https://openalex.org/W6743737169","https://openalex.org/W6779799030","https://openalex.org/W6798450402","https://openalex.org/W6803210562","https://openalex.org/W6804856966","https://openalex.org/W6809907498","https://openalex.org/W6840625881","https://openalex.org/W6846727881","https://openalex.org/W6846931350","https://openalex.org/W6871345356","https://openalex.org/W6875106190","https://openalex.org/W6876400192","https://openalex.org/W6876673660"],"related_works":["https://openalex.org/W2362191124","https://openalex.org/W2199380551","https://openalex.org/W2551780525","https://openalex.org/W2015682392","https://openalex.org/W2379482292","https://openalex.org/W2378996641","https://openalex.org/W2042575934","https://openalex.org/W1977446600","https://openalex.org/W2261367465","https://openalex.org/W2092345840"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-13T07:04:57.449891","created_date":"2025-10-10T00:00:00"}
