{"id":"https://openalex.org/W4413359131","doi":"https://doi.org/10.1109/access.2025.3601031","title":"A Robust Prioritization Framework of Data Quality Dimensions to Improve ML-Driven Healthcare Systems Using AHP and Sensitivity Analysis","display_name":"A Robust Prioritization Framework of Data Quality Dimensions to Improve ML-Driven Healthcare Systems Using AHP and Sensitivity Analysis","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4413359131","doi":"https://doi.org/10.1109/access.2025.3601031"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3601031","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3601031","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.2025.3601031","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5096326370","display_name":"Areen Al-Hgaish","orcid":"https://orcid.org/0009-0005-1224-2925"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Areen Metib Al-Hgaish","raw_affiliation_strings":["Department of Software Engineering and Information Systems, Universiti Putra Malaysia, Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0009-0005-1224-2925","affiliations":[{"raw_affiliation_string":"Department of Software Engineering and Information Systems, Universiti Putra Malaysia, Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078506222","display_name":"Rodziah Atan","orcid":"https://orcid.org/0000-0003-2655-7280"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Rodziah Binti Atan","raw_affiliation_strings":["Department of Software Engineering and Information Systems, Universiti Putra Malaysia, Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-2655-7280","affiliations":[{"raw_affiliation_string":"Department of Software Engineering and Information Systems, Universiti Putra Malaysia, Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086723698","display_name":"Razali Yaakob","orcid":"https://orcid.org/0000-0002-8228-5753"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Razali Yaakob","raw_affiliation_strings":["Department of Computer Science, Universiti Putra Malaysia, Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-8228-5753","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Universiti Putra Malaysia, Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024029025","display_name":"Mohd Hafeez Osman","orcid":"https://orcid.org/0000-0003-1108-2286"},"institutions":[{"id":"https://openalex.org/I130343225","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64","country_code":"MY","type":"education","lineage":["https://openalex.org/I130343225"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Hafeez Osman","raw_affiliation_strings":["Department of Software Engineering and Information Systems, Universiti Putra Malaysia, Serdang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-1108-2286","affiliations":[{"raw_affiliation_string":"Department of Software Engineering and Information Systems, Universiti Putra Malaysia, Serdang, Malaysia","institution_ids":["https://openalex.org/I130343225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I130343225"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.0267,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.89028162,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"13","issue":null,"first_page":"158057","last_page":"158082"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14484","display_name":"Technology and Data Analysis","score":0.6588000059127808,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T14484","display_name":"Technology and Data Analysis","score":0.6588000059127808,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.5709999799728394,"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/T13970","display_name":"Pharmacy and Medical Practices","score":0.5248000025749207,"subfield":{"id":"https://openalex.org/subfields/3004","display_name":"Pharmacology"},"field":{"id":"https://openalex.org/fields/30","display_name":"Pharmacology, Toxicology and Pharmaceutics"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/prioritization","display_name":"Prioritization","score":0.7536504864692688},{"id":"https://openalex.org/keywords/analytic-hierarchy-process","display_name":"Analytic hierarchy process","score":0.6956524848937988},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6598243713378906},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.624126672744751},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5091931223869324},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.49575313925743103},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4337746500968933},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3663882613182068},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.325166791677475},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.2072690725326538},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.11878520250320435},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11135080456733704},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11003443598747253},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.08266934752464294}],"concepts":[{"id":"https://openalex.org/C2777615720","wikidata":"https://www.wikidata.org/wiki/Q11888847","display_name":"Prioritization","level":2,"score":0.7536504864692688},{"id":"https://openalex.org/C87345402","wikidata":"https://www.wikidata.org/wiki/Q485202","display_name":"Analytic hierarchy process","level":2,"score":0.6956524848937988},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6598243713378906},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.624126672744751},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5091931223869324},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.49575313925743103},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4337746500968933},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3663882613182068},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.325166791677475},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2072690725326538},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.11878520250320435},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11135080456733704},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11003443598747253},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.08266934752464294},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2025.3601031","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3601031","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:psasir.upm.edu.my:121518","is_oa":true,"landing_page_url":null,"pdf_url":"http://psasir.upm.edu.my/id/eprint/121518/1/121518.pdf","source":{"id":"https://openalex.org/S4377196260","display_name":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I130343225","host_organization_name":"Universiti Putra Malaysia","host_organization_lineage":["https://openalex.org/I130343225"],"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":"Article"},{"id":"pmh:oai:doaj.org/article:0975e27466e749149c2f93ec27e925c3","is_oa":true,"landing_page_url":"https://doaj.org/article/0975e27466e749149c2f93ec27e925c3","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 158057-158082 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3601031","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3601031","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":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4699999988079071}],"awards":[{"id":"https://openalex.org/G2567533578","display_name":null,"funder_award_id":"9748200","funder_id":"https://openalex.org/F4320322714","funder_display_name":"Universiti Putra Malaysia"}],"funders":[{"id":"https://openalex.org/F4320322714","display_name":"Universiti Putra Malaysia","ror":"https://ror.org/02e91jd64"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":84,"referenced_works":["https://openalex.org/W102760580","https://openalex.org/W158950929","https://openalex.org/W1567491469","https://openalex.org/W1964391272","https://openalex.org/W1971472057","https://openalex.org/W1987811240","https://openalex.org/W2003552981","https://openalex.org/W2004291985","https://openalex.org/W2007188389","https://openalex.org/W2009776923","https://openalex.org/W2012955605","https://openalex.org/W2031500001","https://openalex.org/W2034040370","https://openalex.org/W2038632685","https://openalex.org/W2052982604","https://openalex.org/W2080672024","https://openalex.org/W2117366235","https://openalex.org/W2121382432","https://openalex.org/W2140768716","https://openalex.org/W2158939484","https://openalex.org/W2170772194","https://openalex.org/W2175951243","https://openalex.org/W2211611783","https://openalex.org/W2255847468","https://openalex.org/W2518786827","https://openalex.org/W2612374874","https://openalex.org/W2768917383","https://openalex.org/W2772069910","https://openalex.org/W2789970635","https://openalex.org/W2888109941","https://openalex.org/W2899263525","https://openalex.org/W2907292205","https://openalex.org/W2910707576","https://openalex.org/W2936977953","https://openalex.org/W2940255455","https://openalex.org/W2940562610","https://openalex.org/W2953226042","https://openalex.org/W2956972896","https://openalex.org/W2982480407","https://openalex.org/W2985149427","https://openalex.org/W3021448296","https://openalex.org/W3037287851","https://openalex.org/W3044326329","https://openalex.org/W3109682927","https://openalex.org/W3127861532","https://openalex.org/W3174646555","https://openalex.org/W3182064909","https://openalex.org/W3186209406","https://openalex.org/W3198712339","https://openalex.org/W3207434859","https://openalex.org/W3209214964","https://openalex.org/W4206629261","https://openalex.org/W4220714257","https://openalex.org/W4223464653","https://openalex.org/W4252722097","https://openalex.org/W4281630308","https://openalex.org/W4288083802","https://openalex.org/W4307091673","https://openalex.org/W4318688212","https://openalex.org/W4318699281","https://openalex.org/W4362465788","https://openalex.org/W4362474801","https://openalex.org/W4363675333","https://openalex.org/W4366407820","https://openalex.org/W4366964951","https://openalex.org/W4378978494","https://openalex.org/W4380685454","https://openalex.org/W4382753509","https://openalex.org/W4389074726","https://openalex.org/W4391814155","https://openalex.org/W4391952459","https://openalex.org/W4396852908","https://openalex.org/W4399209418","https://openalex.org/W4399566533","https://openalex.org/W4401549843","https://openalex.org/W4402416109","https://openalex.org/W4403790866","https://openalex.org/W4404001878","https://openalex.org/W4404997134","https://openalex.org/W4406647028","https://openalex.org/W4408047866","https://openalex.org/W4408547470","https://openalex.org/W4410348021","https://openalex.org/W4410376178"],"related_works":["https://openalex.org/W2506292322","https://openalex.org/W4318028252","https://openalex.org/W4206658728","https://openalex.org/W2385683470","https://openalex.org/W2605508318","https://openalex.org/W3134416257","https://openalex.org/W2322155822","https://openalex.org/W4283209547","https://openalex.org/W2752003125","https://openalex.org/W2466517183"],"abstract_inverted_index":{"The":[0,127],"success":[1],"of":[2,14,30,48,93,161],"Machine":[3],"Learning":[4],"(ML)":[5],"models":[6],"in":[7,39,70,101,221],"healthcare":[8,40,148,176],"relies":[9],"heavily":[10],"on":[11,36,124,193],"the":[12,23,27,89,114,142,159],"quality":[13,38,64],"data":[15,18,37,63,103,190,203],"used.":[16],"High-quality":[17],"are":[19],"crucial":[20],"for":[21,61,146,174,202],"improving":[22],"predictive":[24,94],"capabilities":[25],"and":[26,41,50,112,138,196,198,205,226],"overall":[28],"performance":[29,69,75,225],"ML":[31,42,68,102,147,175,194,223],"systems.":[32],"Despite":[33],"this,":[34],"research":[35,85],"remains":[43],"limited,":[44],"with":[45,109,155],"varying":[46],"definitions":[47],"issues":[49],"dimensions":[51,65,122,145],"across":[52],"contexts.":[53],"This":[54],"study":[55],"introduces":[56],"a":[57,98,171],"structured,":[58],"expert-driven":[59],"framework":[60,173,213],"prioritizing":[62],"critical":[66],"to":[67,74,119,214,217],"healthcare.":[71],"In":[72],"contrast":[73],"evaluation":[76],"studies":[77],"involving":[78],"machine":[79],"learning":[80],"algorithms":[81],"or":[82,91],"classifiers,":[83],"this":[84,212],"does":[86],"not":[87],"encompass":[88],"training":[90],"comparison":[92],"models.":[95],"It":[96],"addresses":[97],"key":[99],"gap":[100],"control":[104],"by":[105],"integrating":[106],"ISO/IEC":[107],"25012":[108],"Priestley\u2019s":[110],"classification":[111],"using":[113],"Analytic":[115],"Hierarchy":[116],"Process":[117],"(AHP)":[118],"evaluate":[120],"15":[121],"based":[123],"expert":[125,164],"judgment.":[126],"findings":[128],"identify":[129],"Completeness":[130],"(21.25%),":[131],"Accuracy":[132],"(15.53%),":[133],"Consistency":[134],"(14.31%),":[135],"Currentness":[136],"(14.82%),":[137],"Precision":[139],"(13.82%)":[140],"as":[141],"most":[143],"influential":[144],"outcomes.":[149],"A":[150],"One-at-a-Time":[151],"(OAT)":[152],"sensitivity":[153,185],"analysis":[154],"\u00b117.6%":[156],"perturbation":[157],"confirms":[158],"robustness":[160],"prioritization":[162],"despite":[163],"input":[165],"variability.":[166],"Key":[167],"contributions":[168],"include:":[169],"(1)":[170],"tailored":[172],"data;":[177],"(2)":[178],"AHP-based":[179],"dimension":[180],"prioritization;":[181],"(3)":[182],"validation":[183],"through":[184],"testing;":[186],"(4)":[187],"insights":[188],"into":[189],"quality\u2019s":[191],"impact":[192],"fairness":[195],"transparency;":[197],"(5)":[199],"practical":[200],"guidance":[201],"governance":[204],"resource":[206],"allocation.":[207],"Future":[208],"work":[209],"will":[210],"apply":[211],"clinical":[215],"datasets":[216],"validate":[218],"its":[219],"effectiveness":[220],"enhancing":[222],"model":[224],"generalizability.":[227]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
