{"id":"https://openalex.org/W4406094157","doi":"https://doi.org/10.1109/access.2025.3526456","title":"The Role of Big Data Analytics in Revolutionizing Diabetes Management and Healthcare Decision-Making","display_name":"The Role of Big Data Analytics in Revolutionizing Diabetes Management and Healthcare Decision-Making","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406094157","doi":"https://doi.org/10.1109/access.2025.3526456"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3526456","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3526456","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3526456","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102915851","display_name":"Muhammad Nauman","orcid":"https://orcid.org/0000-0003-3173-2549"},"institutions":[{"id":"https://openalex.org/I174731842","display_name":"Islamia University of Bahawalpur","ror":"https://ror.org/002rc4w13","country_code":"PK","type":"education","lineage":["https://openalex.org/I174731842"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Muhammad Nauman","raw_affiliation_strings":["Department of Software Engineering, Faculty of Computing, The Islamia University of Bahawalpur, Punjab, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-3173-2549","affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Faculty of Computing, The Islamia University of Bahawalpur, Punjab, Pakistan","institution_ids":["https://openalex.org/I174731842"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045221683","display_name":"Ahmad Almadhor","orcid":"https://orcid.org/0000-0002-8665-1669"},"institutions":[{"id":"https://openalex.org/I199702508","display_name":"Jouf University","ror":"https://ror.org/02zsyt821","country_code":"SA","type":"education","lineage":["https://openalex.org/I199702508"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ahmad S. Almadhor","raw_affiliation_strings":["Department of Computer Engineering and Networks, College of Computer and Information Sciences, Jouf University, Sakaka, Saudi Arabia","College of Computer and Information Sciences, Jouf University, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-8665-1669","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering and Networks, College of Computer and Information Sciences, Jouf University, Sakaka, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]},{"raw_affiliation_string":"College of Computer and Information Sciences, Jouf University, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035974933","display_name":"Mohammed Albekairi","orcid":"https://orcid.org/0000-0002-5165-5950"},"institutions":[{"id":"https://openalex.org/I199702508","display_name":"Jouf University","ror":"https://ror.org/02zsyt821","country_code":"SA","type":"education","lineage":["https://openalex.org/I199702508"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed Albekairi","raw_affiliation_strings":["Department of Electrical Engineering, College of Engineering, Jouf University, Sakaka, Saudi Arabia","Department of Electrical Engineering, Jouf University, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-5165-5950","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, College of Engineering, Jouf University, Sakaka, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]},{"raw_affiliation_string":"Department of Electrical Engineering, Jouf University, Saudi Arabia","institution_ids":["https://openalex.org/I199702508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063267124","display_name":"Ali Ansari","orcid":null},"institutions":[{"id":"https://openalex.org/I179311214","display_name":"Gulf University for Science & Technology","ror":"https://ror.org/04d9rzd67","country_code":"KW","type":"education","lineage":["https://openalex.org/I179311214"]}],"countries":["KW"],"is_corresponding":false,"raw_author_name":"Ali R. Ansari","raw_affiliation_strings":["Department of Mathematics and Natural Sciences, Gulf University for Science and Technology, Mishref, Kuwait","Department of Mathematics and Natural Sciences, Gulf University for Science and Technology, Kuwait"],"raw_orcid":"https://orcid.org/0000-0001-5090-7813","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Natural Sciences, Gulf University for Science and Technology, Mishref, Kuwait","institution_ids":["https://openalex.org/I179311214"]},{"raw_affiliation_string":"Department of Mathematics and Natural Sciences, Gulf University for Science and Technology, Kuwait","institution_ids":["https://openalex.org/I179311214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009333545","display_name":"Muhammad A. B. Fayyaz","orcid":"https://orcid.org/0000-0002-1794-3000"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Muhammad A. B. Fayyaz","raw_affiliation_strings":["Department of OTEHM, Manchester Metropolitan University, Manchester, U.K","OTEHM, Manchester Metropolitan University, UK"],"raw_orcid":"https://orcid.org/0000-0002-1794-3000","affiliations":[{"raw_affiliation_string":"Department of OTEHM, Manchester Metropolitan University, Manchester, U.K","institution_ids":["https://openalex.org/I11983389"]},{"raw_affiliation_string":"OTEHM, Manchester Metropolitan University, UK","institution_ids":["https://openalex.org/I11983389"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087735486","display_name":"Raheel Nawaz","orcid":"https://orcid.org/0000-0001-9588-0052"},"institutions":[{"id":"https://openalex.org/I198012923","display_name":"University of Staffordshire","ror":"https://ror.org/00d6k8y35","country_code":"GB","type":"education","lineage":["https://openalex.org/I198012923"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Raheel Nawaz","raw_affiliation_strings":["Staffordshire University, Stoke-on-Trent, U.K","Pro Vice Chancellor, Staffordshire University, UK"],"raw_orcid":"https://orcid.org/0000-0001-9588-0052","affiliations":[{"raw_affiliation_string":"Staffordshire University, Stoke-on-Trent, U.K","institution_ids":["https://openalex.org/I198012923"]},{"raw_affiliation_string":"Pro Vice Chancellor, Staffordshire University, UK","institution_ids":["https://openalex.org/I198012923"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102915851"],"corresponding_institution_ids":["https://openalex.org/I174731842"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":34.3235,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.9951536,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"13","issue":null,"first_page":"10767","last_page":"10785"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.984000027179718,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.984000027179718,"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/big-data","display_name":"Big data","score":0.7616856694221497},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6251853704452515},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5755029916763306},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5461325645446777},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5377680659294128},{"id":"https://openalex.org/keywords/diabetes-management","display_name":"Diabetes management","score":0.4832082986831665},{"id":"https://openalex.org/keywords/data-management","display_name":"Data management","score":0.43941327929496765},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.33752140402793884},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.19732707738876343},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.15893277525901794},{"id":"https://openalex.org/keywords/type-2-diabetes","display_name":"Type 2 diabetes","score":0.12593892216682434},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.07944762706756592}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7616856694221497},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6251853704452515},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5755029916763306},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5461325645446777},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5377680659294128},{"id":"https://openalex.org/C2776217022","wikidata":"https://www.wikidata.org/wiki/Q1100933","display_name":"Diabetes management","level":4,"score":0.4832082986831665},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.43941327929496765},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.33752140402793884},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.19732707738876343},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.15893277525901794},{"id":"https://openalex.org/C2777180221","wikidata":"https://www.wikidata.org/wiki/Q3025883","display_name":"Type 2 diabetes","level":3,"score":0.12593892216682434},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.07944762706756592},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/access.2025.3526456","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3526456","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:e-space.mmu.ac.uk:638006","is_oa":true,"landing_page_url":"https://orcid.org/0000-0003-3173-2549","pdf_url":"https://e-space.mmu.ac.uk/638006/8/The_Role_of_Big_Data_Analytics_in_Revolutionizing_Diabetes_Management_and_Healthcare_Decision-Making.pdf","source":{"id":"https://openalex.org/S4306401617","display_name":"e-space (Manchester Metropolitan University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11983389","host_organization_name":"Manchester Metropolitan University","host_organization_lineage":["https://openalex.org/I11983389"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:doaj.org/article:38200bba8ede40319ac6f20a9f9522c8","is_oa":true,"landing_page_url":"https://doaj.org/article/38200bba8ede40319ac6f20a9f9522c8","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 10767-10785 (2025)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/32553567","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/The_Role_of_Big_Data_Analytics_in_Revolutionizing_Diabetes_Management_and_Healthcare_Decision-Making/32553567","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal contribution"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3526456","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3526456","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W316696310","https://openalex.org/W1642028014","https://openalex.org/W1964503002","https://openalex.org/W1966101272","https://openalex.org/W1969240345","https://openalex.org/W1987811240","https://openalex.org/W1995875735","https://openalex.org/W2000469643","https://openalex.org/W2003986132","https://openalex.org/W2004910511","https://openalex.org/W2009707259","https://openalex.org/W2012579017","https://openalex.org/W2032026767","https://openalex.org/W2040263621","https://openalex.org/W2055908644","https://openalex.org/W2071817951","https://openalex.org/W2079175867","https://openalex.org/W2096545258","https://openalex.org/W2102171609","https://openalex.org/W2116984840","https://openalex.org/W2120751691","https://openalex.org/W2125674401","https://openalex.org/W2128232860","https://openalex.org/W2146424733","https://openalex.org/W2246710115","https://openalex.org/W2285118877","https://openalex.org/W2295598076","https://openalex.org/W2302800291","https://openalex.org/W2409433313","https://openalex.org/W2518158140","https://openalex.org/W2525984666","https://openalex.org/W2542459869","https://openalex.org/W2608888380","https://openalex.org/W2741997916","https://openalex.org/W2775686965","https://openalex.org/W2787894218","https://openalex.org/W2792393148","https://openalex.org/W2796802878","https://openalex.org/W2941992418","https://openalex.org/W2947196045","https://openalex.org/W2951635356","https://openalex.org/W2954578662","https://openalex.org/W2965887979","https://openalex.org/W2966306089","https://openalex.org/W2972869264","https://openalex.org/W3002533681","https://openalex.org/W3012004587","https://openalex.org/W3020776760","https://openalex.org/W3026768285","https://openalex.org/W3093439928","https://openalex.org/W3129619312","https://openalex.org/W3135744848","https://openalex.org/W3156811699","https://openalex.org/W3172236876","https://openalex.org/W3181204626","https://openalex.org/W3183417470","https://openalex.org/W3210552024","https://openalex.org/W4200626017","https://openalex.org/W4205553024","https://openalex.org/W4220704354","https://openalex.org/W4229658977","https://openalex.org/W4236137412","https://openalex.org/W4240986128","https://openalex.org/W4307727682","https://openalex.org/W4365129283","https://openalex.org/W4387490662","https://openalex.org/W4387881537","https://openalex.org/W4388543799","https://openalex.org/W4400111331","https://openalex.org/W6602766936","https://openalex.org/W6604993566","https://openalex.org/W6607259140","https://openalex.org/W6611762666","https://openalex.org/W6632865047","https://openalex.org/W6679815717","https://openalex.org/W6681842418","https://openalex.org/W6691025927","https://openalex.org/W6711714899","https://openalex.org/W6745609711","https://openalex.org/W6765902554","https://openalex.org/W6843655950","https://openalex.org/W6850121309"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4405901645","https://openalex.org/W4394895745","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W2131057798","https://openalex.org/W4285141181"],"abstract_inverted_index":{"The":[0,36,145,172],"evolving":[1],"healthcare":[2,29,143,196],"domain":[3],"necessitates":[4],"an":[5],"upgrade":[6],"through":[7],"digitization,":[8],"integrating":[9,161],"patient":[10],"data,":[11],"and":[12,25,47,92,100,111],"advanced":[13],"medical":[14,166],"results.":[15],"In":[16],"the":[17,44,56,67,86,131,158,176],"last":[18],"couple":[19],"of":[20,34,58,75,89,160,179],"decades,":[21],"advances":[22],"in":[23,28,39,50,125,134,168],"information":[24],"storage":[26],"technologies":[27],"have":[30,53],"produced":[31],"vast":[32],"amounts":[33],"data.":[35],"remarkable":[37],"increases":[38],"data":[40,51,127],"volumes,":[41],"along":[42],"with":[43,163],"enticing":[45],"prospects":[46],"potential":[48],"inherent":[49],"analysis,":[52],"contributed":[54],"to":[55,70,95,113,137,155,185],"concept":[57],"Big":[59,76,82,169],"Data.":[60,77],"There":[61],"is":[62],"a":[63],"pressing":[64],"need":[65],"within":[66],"research":[68,173],"community":[69],"analyze":[71],"these":[72],"large":[73,91],"volumes":[74],"To":[78],"address":[79],"this":[80],"challenge,":[81],"Data":[83,170],"Analytics":[84],"(BDA),":[85],"systematic":[87],"process":[88],"examining":[90],"complex":[93],"datasets":[94],"uncover":[96],"hidden":[97],"patterns,":[98],"correlations,":[99],"insights":[101,140,194],"for":[102,165,195],"informed":[103,115],"decision-making,":[104],"has":[105],"emerged.":[106],"It":[107],"employs":[108],"various":[109],"methodologies":[110],"techniques":[112],"enable":[114],"decision-making.":[116],"This":[117],"study":[118],"delves":[119],"into":[120],"using":[121],"Machine":[122],"Learning":[123],"(ML)":[124],"big":[126],"environments,":[128],"explicitly":[129],"utilizing":[130],"MLib":[132],"library":[133],"Apache":[135],"Spark":[136],"derive":[138],"meaningful":[139],"from":[141],"diabetic":[142],"dataset.":[144],"CDC\u2019s":[146],"Behavioral":[147],"Risk":[148],"Factor":[149],"Surveillance":[150],"System":[151],"(BRFSS)":[152],"was":[153],"used":[154],"empirically":[156],"demonstrate":[157],"advantages":[159],"BDA":[162],"ML":[164],"decision-making":[167],"environments.":[171],"finding":[174],"highlighted":[175],"superior":[177],"performance":[178],"Logistic":[180],"Regression":[181],"(LR)":[182],"models":[183,187],"compared":[184],"other":[186],"like":[188],"Naive":[189],"Bayes":[190],"(NB),":[191],"providing":[192],"valuable":[193],"applications.":[197]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":14}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
