{"id":"https://openalex.org/W3173677992","doi":"https://doi.org/10.3233/jifs-189779","title":"Data driven intelligent model for quality management in healthcare","display_name":"Data driven intelligent model for quality management in healthcare","publication_year":2021,"publication_date":"2021-06-26","ids":{"openalex":"https://openalex.org/W3173677992","doi":"https://doi.org/10.3233/jifs-189779","mag":"3173677992"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-189779","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-189779","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-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/A5064518566","display_name":"Nuzhat Fatema","orcid":"https://orcid.org/0000-0001-9780-4301"},"institutions":[{"id":"https://openalex.org/I51569856","display_name":"Sultan Zainal Abidin University","ror":"https://ror.org/00bnk2e50","country_code":"MY","type":"education","lineage":["https://openalex.org/I51569856"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Nuzhat Fatema","raw_affiliation_strings":["Faculty of Business and Management, Universiti Sultan Zainal Abidin (UniSZA), Malaysia","Intelligent Prognostic Private Limited, India","Faculty of Business and Management, Universiti Sultan Zainal Abidin (UniSZA), Malaysia; Intelligent Prognostic Private Limited, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Business and Management, Universiti Sultan Zainal Abidin (UniSZA), Malaysia","institution_ids":["https://openalex.org/I51569856"]},{"raw_affiliation_string":"Intelligent Prognostic Private Limited, India","institution_ids":[]},{"raw_affiliation_string":"Faculty of Business and Management, Universiti Sultan Zainal Abidin (UniSZA), Malaysia; Intelligent Prognostic Private Limited, India","institution_ids":["https://openalex.org/I51569856"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026567808","display_name":"Hasmat Malik","orcid":"https://orcid.org/0000-0002-0085-9734"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hasmat Malik","raw_affiliation_strings":["BEARS, University Town, NUS Campus, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BEARS, University Town, NUS Campus, Singapore","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112655259","display_name":"Wakeel Ahmad","orcid":null},"institutions":[{"id":"https://openalex.org/I91450128","display_name":"Jazan University","ror":"https://ror.org/02bjnq803","country_code":"SA","type":"education","lineage":["https://openalex.org/I91450128"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Wakeel Ahmad","raw_affiliation_strings":["College of Applied Industrial Technology, Electrical Engineering Technology Department, Jazan University, Jazan, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Applied Industrial Technology, Electrical Engineering Technology Department, Jazan University, Jazan, Saudi Arabia","institution_ids":["https://openalex.org/I91450128"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5064518566"],"corresponding_institution_ids":["https://openalex.org/I51569856"],"apc_list":null,"apc_paid":null,"fwci":1.7874,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.8791961,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"42","issue":"2","first_page":"1155","last_page":"1169"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9804999828338623,"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":0.9804999828338623,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9535999894142151,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9259999990463257,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6723018884658813},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.6431907415390015},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.575352668762207},{"id":"https://openalex.org/keywords/excellence","display_name":"Excellence","score":0.5712198615074158},{"id":"https://openalex.org/keywords/quality-management","display_name":"Quality management","score":0.5505467057228088},{"id":"https://openalex.org/keywords/quality-assurance","display_name":"Quality assurance","score":0.514823853969574},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.4214274287223816},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4131404757499695},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.2975744307041168},{"id":"https://openalex.org/keywords/management-system","display_name":"Management system","score":0.2279859185218811},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.22588104009628296},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12112757563591003},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.10928070545196533},{"id":"https://openalex.org/keywords/external-quality-assessment","display_name":"External quality assessment","score":0.08299434185028076}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6723018884658813},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.6431907415390015},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.575352668762207},{"id":"https://openalex.org/C2777352838","wikidata":"https://www.wikidata.org/wiki/Q5419420","display_name":"Excellence","level":2,"score":0.5712198615074158},{"id":"https://openalex.org/C71405471","wikidata":"https://www.wikidata.org/wiki/Q757012","display_name":"Quality management","level":3,"score":0.5505467057228088},{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.514823853969574},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.4214274287223816},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4131404757499695},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2975744307041168},{"id":"https://openalex.org/C198783460","wikidata":"https://www.wikidata.org/wiki/Q629173","display_name":"Management system","level":2,"score":0.2279859185218811},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.22588104009628296},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12112757563591003},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.10928070545196533},{"id":"https://openalex.org/C2778618615","wikidata":"https://www.wikidata.org/wiki/Q4008393","display_name":"External quality assessment","level":2,"score":0.08299434185028076},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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/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},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-189779","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-189779","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1545302199","https://openalex.org/W2075593434","https://openalex.org/W2132166479","https://openalex.org/W2149706766","https://openalex.org/W2346555668","https://openalex.org/W2599547933","https://openalex.org/W2885428362","https://openalex.org/W2910317080","https://openalex.org/W2999514806","https://openalex.org/W2999710741","https://openalex.org/W4236137412"],"related_works":["https://openalex.org/W2154960005","https://openalex.org/W3012393071","https://openalex.org/W3125583970","https://openalex.org/W1508013896","https://openalex.org/W4212958268","https://openalex.org/W2038448004","https://openalex.org/W4285677568","https://openalex.org/W982102332","https://openalex.org/W1970501475","https://openalex.org/W2094580389"],"abstract_inverted_index":{"It":[0],"is":[1,83,152,175,205,236,255],"the":[2,16,84,90,94,144,148,160,169,176,192,211,217,242,259,271,281,291],"need":[3],"of":[4,19,27,31,34,53,67,89,147,230],"today\u2019s":[5],"world,":[6],"to":[7,14,93,142,167,191,196,214,240,257,270,289],"deliver":[8],"with":[9,65,200,245],"quality":[10,58,69,71,75,78],"health":[11,17],"care":[12],"services":[13,91,110],"meet":[15],"needs":[18],"target":[20],"populations.":[21],"The":[22,223,249,277],"healthcare":[23,63,124],"system":[24],"includes":[25],"procedures":[26,45],"prevention":[28],"and":[29,38,42,73,77,99,106,120,138,188,238],"screening":[30],"all":[32],"types":[33],"diseases,":[35],"their":[36],"treatment":[37],"diagnostics,":[39],"recent":[40,105],"research":[41,208],"development.":[43],"These":[44],"must":[46],"be":[47,113],"maintained":[48],"at":[49],"a":[50,206,286],"desired":[51],"level":[52,295],"excellence,":[54],"which":[55,151,174,194,264],"comes":[56],"under":[57],"management.":[59],"Quality":[60,80],"management":[61],"in":[62,180,210,285],"incorporates":[64],"making":[66],"various":[68,186],"policies,":[70],"planning":[72],"assurance,":[74],"control":[76],"improvement.":[79],"improvement":[81],"(QI)":[82],"scheme":[85],"used":[86,256,266],"for":[87,122,221,228,283],"betterment":[88],"delivered":[92],"patients,":[95],"such":[96],"as":[97,126,128,267],"diagnosis":[98,145],"treatment.":[100],"If":[101],"these":[102],"schemes":[103],"are":[104,134,165,265],"advanced":[107],"technology":[108],"based,":[109],"provided":[111],"would":[112],"cost":[114,199],"effective,":[115],"accurate,":[116],"less":[117],"time":[118],"consuming":[119],"hassle-free":[121],"both":[123],"provider":[125],"well":[127],"patients.":[129],"In":[130],"this":[131,181],"study":[132],"we":[133],"applying":[135],"artificial":[136],"intelligent":[137,226,275],"machine":[139],"learning":[140],"techniques":[141],"enhance":[143],"accuracy":[146],"liver":[149,163,170,231],"fibrosis":[150,171,232],"caused":[153],"by":[154],"hepatitis":[155],"C":[156],"virus":[157],"(HCV).":[158],"Generally,":[159],"SLBs":[161,243],"(serial":[162],"biopsies)":[164],"utilized":[166],"diagnose":[168,290],"levels":[172],"(LFLs),":[173],"gold":[177],"standard":[178],"method":[179],"domain.":[182],"However,":[183],"SLB":[184],"has":[185],"impediment":[187],"not":[189],"appropriate":[190],"patients":[193],"leads":[195],"higher":[197,246],"prognosis":[198],"invasive":[201],"way.":[202],"So,":[203],"there":[204],"big":[207],"gap":[209],"medical":[212],"field":[213],"find":[215],"out":[216],"alternative":[218],"non-invasive":[219,287],"approach/method":[220],"SLB.":[222],"proposed":[224,278],"data-driven":[225],"model":[227],"identification":[229],"using":[233],"hybrid":[234],"approach":[235,254,279],"designed":[237],"implemented":[239],"overcome":[241],"problems":[244],"diagnostic":[247],"accuracy.":[248],"empirical":[250],"mode":[251,262],"decomposition":[252],"(EMD)":[253],"extract":[258],"IMFs":[260],"(intrinsic":[261],"functions),":[263],"input":[268],"features":[269],"ANN-J48":[272],"algorithm":[273],"based":[274],"classifiers.":[276],"shows":[280],"evidence":[282],"utilization":[284],"way":[288],"LFLs":[292],"without":[293],"high":[294],"clinical":[296],"expert":[297],"skills.":[298]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
