{"id":"https://openalex.org/W7213463564","doi":"https://doi.org/10.58812/esiscs.v2i01.1220","title":"Data-Driven Predictive Modeling for Early Diagnosis and Risk Stratification of Chronic Diseases","display_name":"Data-Driven Predictive Modeling for Early Diagnosis and Risk Stratification of Chronic Diseases","publication_year":2024,"publication_date":"2024-08-31","ids":{"openalex":"https://openalex.org/W7213463564","doi":"https://doi.org/10.58812/esiscs.v2i01.1220"},"language":null,"primary_location":{"id":"doi:10.58812/esiscs.v2i01.1220","doi":"https://doi.org/10.58812/esiscs.v2i01.1220","is_oa":true,"landing_page_url":"https://doi.org/10.58812/esiscs.v2i01.1220","pdf_url":"https://esj.eastasouth-institute.com/index.php/esiscs/article/download/1220/905","source":{"id":"https://openalex.org/S4390296878","display_name":"The Eastasouth Journal of Information System and Computer Science","issn_l":"3025-566X","issn":["3025-566X","3026-6041"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Eastasouth Journal of Information System and Computer Science","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://esj.eastasouth-institute.com/index.php/esiscs/article/download/1220/905","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100312189","display_name":"Md Jubayar Hossain","orcid":"https://orcid.org/0009-0007-0583-8864","observed_orcids":["https://orcid.org/0009-0007-0583-8864"]},"institutions":[{"id":"https://openalex.org/I169077156","display_name":"St. Francis College","ror":"https://ror.org/00571jt67","country_code":"US","type":"education","lineage":["https://openalex.org/I169077156"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Jubayar Hossain","raw_affiliation_strings":["St. Francis College, Brooklyn, New York, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"St. Francis College, Brooklyn, New York, USA","institution_ids":["https://openalex.org/I169077156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116750609","display_name":"Mohammed Majid Bakhsh","orcid":"https://orcid.org/0009-0008-3454-1477","observed_orcids":["https://orcid.org/0009-0008-3454-1477"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Mohammed Majid Bakhsh","raw_affiliation_strings":["Washington University of Science and Technology, Alexandria, Virginia, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Washington University of Science and Technology, Alexandria, Virginia, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123644062","display_name":"Muhammad Adnan","orcid":"https://orcid.org/0009-0001-6175-3618","observed_orcids":["https://orcid.org/0009-0001-6175-3618"]},"institutions":[{"id":"https://openalex.org/I165075387","display_name":"Trine University","ror":"https://ror.org/038e0dv78","country_code":"US","type":"education","lineage":["https://openalex.org/I165075387"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Muhammad Adnan","raw_affiliation_strings":["Trine University, Detroit, Michigan, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Trine University, Detroit, Michigan, USA","institution_ids":["https://openalex.org/I165075387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116743411","display_name":"Evha Rozario","orcid":"https://orcid.org/0009-0006-3077-2011","observed_orcids":["https://orcid.org/0009-0006-3077-2011"]},"institutions":[{"id":"https://openalex.org/I4405267770","display_name":"International American University","ror":"https://ror.org/0493eqn45","country_code":"US","type":"education","lineage":["https://openalex.org/I4405267770"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Evha Rozario","raw_affiliation_strings":["International American University, Los Angeles, California, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"International American University, Los Angeles, California, USA","institution_ids":["https://openalex.org/I4405267770"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117569085","display_name":"Sraboni Clara Mohonta","orcid":"https://orcid.org/0009-0002-4868-5371","observed_orcids":["https://orcid.org/0009-0002-4868-5371"]},"institutions":[{"id":"https://openalex.org/I141810926","display_name":"Baruch College","ror":"https://ror.org/023qavy03","country_code":"US","type":"education","lineage":["https://openalex.org/I141810926"]},{"id":"https://openalex.org/I174216632","display_name":"City University of New York","ror":"https://ror.org/00453a208","country_code":"US","type":"education","lineage":["https://openalex.org/I174216632"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sraboni Clara Mohonta","raw_affiliation_strings":["Baruch College, The City University of New York, New York, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Baruch College, The City University of New York, New York, USA","institution_ids":["https://openalex.org/I141810926","https://openalex.org/I174216632"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5132693303","display_name":"Tushar Roy","orcid":"https://orcid.org/0009-0005-2082-3009","observed_orcids":["https://orcid.org/0009-0005-2082-3009"]},"institutions":[{"id":"https://openalex.org/I169077156","display_name":"St. Francis College","ror":"https://ror.org/00571jt67","country_code":"US","type":"education","lineage":["https://openalex.org/I169077156"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tushar Roy","raw_affiliation_strings":["St. Francis College, Brooklyn, New York, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"St. Francis College, Brooklyn, New York, USA","institution_ids":["https://openalex.org/I169077156"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117494737","display_name":"Md Imtiaz Faruk","orcid":"https://orcid.org/0009-0005-5749-4835","observed_orcids":["https://orcid.org/0009-0005-5749-4835"]},"institutions":[{"id":"https://openalex.org/I169077156","display_name":"St. Francis College","ror":"https://ror.org/00571jt67","country_code":"US","type":"education","lineage":["https://openalex.org/I169077156"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Imtiaz Faruk","raw_affiliation_strings":["St. Francis College, Brooklyn, New York, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"St. Francis College, Brooklyn, New York, USA","institution_ids":["https://openalex.org/I169077156"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110930880","display_name":"Emran Hossain","orcid":"https://orcid.org/0009-0005-2080-780X","observed_orcids":["https://orcid.org/0009-0005-2080-780X","https://orcid.org/0009-0000-0025-6610"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Emran Hossain","raw_affiliation_strings":["Humphreys University, Stockton, California, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Humphreys University, Stockton, California, USA","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.53115355,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2","issue":"01","first_page":"162","last_page":"172"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9990000128746033,"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":0.9990000128746033,"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/T13702","display_name":"Machine Learning in Healthcare","score":9.999999747378752e-05,"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/T10408","display_name":"Chronic Kidney Disease and Diabetes","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2727","display_name":"Nephrology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/chronic-kidney-disease","display_name":"chronic kidney disease","score":1.0},{"id":"https://openalex.org/keywords/early-diagnosis","display_name":"early diagnosis","score":0.9860000014305115},{"id":"https://openalex.org/keywords/risk-stratification","display_name":"risk stratification","score":0.9919999837875366},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.7559999823570251},{"id":"https://openalex.org/keywords/ckd-screening","display_name":"CKD screening","score":0.8769999742507935},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.9079999923706055}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6578999757766724},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.588100016117096},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5354999899864197},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5145000219345093},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.4961000084877014},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.47119998931884766},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4643000066280365},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.45820000767707825},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.44119998812675476},{"id":"https://openalex.org/C2778653478","wikidata":"https://www.wikidata.org/wiki/Q1054718","display_name":"Kidney disease","level":2,"score":0.4323999881744385},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.41019999980926514},{"id":"https://openalex.org/C3020404979","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk stratification","level":2,"score":0.3953000009059906},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3840000033378601},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37860000133514404},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.3375000059604645},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.328900009393692},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.323199987411499},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.31790000200271606},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3068000078201294},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3057999908924103},{"id":"https://openalex.org/C40993552","wikidata":"https://www.wikidata.org/wiki/Q514654","display_name":"Gold standard (test)","level":2,"score":0.30570000410079956},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.3027999997138977},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.30239999294281006},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.27959999442100525},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.2728999853134155},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C5481197","wikidata":"https://www.wikidata.org/wiki/Q16766476","display_name":"Decision tree learning","level":3,"score":0.26440000534057617},{"id":"https://openalex.org/C2987552334","wikidata":"https://www.wikidata.org/wiki/Q383126","display_name":"Chronic disease","level":2,"score":0.25769999623298645}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.58812/esiscs.v2i01.1220","doi":"https://doi.org/10.58812/esiscs.v2i01.1220","is_oa":true,"landing_page_url":"https://doi.org/10.58812/esiscs.v2i01.1220","pdf_url":"https://esj.eastasouth-institute.com/index.php/esiscs/article/download/1220/905","source":{"id":"https://openalex.org/S4390296878","display_name":"The Eastasouth Journal of Information System and Computer Science","issn_l":"3025-566X","issn":["3025-566X","3026-6041"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Eastasouth Journal of Information System and Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.58812/esiscs.v2i01.1220","doi":"https://doi.org/10.58812/esiscs.v2i01.1220","is_oa":true,"landing_page_url":"https://doi.org/10.58812/esiscs.v2i01.1220","pdf_url":"https://esj.eastasouth-institute.com/index.php/esiscs/article/download/1220/905","source":{"id":"https://openalex.org/S4390296878","display_name":"The Eastasouth Journal of Information System and Computer Science","issn_l":"3025-566X","issn":["3025-566X","3026-6041"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Eastasouth Journal of Information System and Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.9537000060081482}],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, justice, and strong institutions","score":0.44607114791870117}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7213463564.pdf","grobid_xml":"https://content.openalex.org/works/W7213463564.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Chronic":[0],"kidney":[1],"disease":[2,152],"(CKD)":[3],"often":[4],"remains":[5],"undetected":[6],"until":[7],"advanced":[8],"stages,":[9],"limiting":[10],"opportunities":[11],"for":[12,31],"timely":[13,174],"intervention":[14],"and":[15,21,35,55,66,100,102,119,132,166,173,185],"increasing":[16],"the":[17,32,86,137,161],"burden":[18],"of":[19,38,52,111,114,117,121,163],"complications":[20],"treatment.":[22],"This":[23],"study":[24],"proposes":[25],"a":[26,81,128,133,145],"data-driven":[27],"hybrid":[28,164],"ResNet50-SVM":[29],"framework":[30,107],"early":[33],"diagnosis":[34],"risk":[36],"stratification":[37],"CKD.":[39],"Clinical":[40],"data":[41,47],"were":[42],"prepared":[43],"through":[44],"missing-value":[45],"treatment,":[46],"cleaning,":[48],"Min-Max":[49],"normalization,":[50],"reduction":[51],"redundant":[53],"information,":[54],"optimized":[56],"feature":[57],"selection.":[58],"The":[59,105,141],"processed":[60],"dataset":[61],"was":[62,74,91],"divided":[63],"into":[64],"training":[65,101],"testing":[67],"subsets":[68],"using":[69,93,179],"an":[70,109],"80:20":[71],"ratio.":[72],"ResNet50":[73],"employed":[75],"to":[76,148,169],"extract":[77],"high-level":[78],"representations,":[79],"while":[80,153],"support":[82,170],"vector":[83],"machine":[84],"performed":[85],"final":[87],"classification.":[88],"Model":[89],"performance":[90],"evaluated":[92],"accuracy,":[94],"precision,":[95],"recall,":[96],"F1-score,":[97],"confusion-matrix":[98],"analysis,":[99],"validation":[103,178],"behavior.":[104],"proposed":[106],"achieved":[108],"accuracy":[110],"98.76%,":[112],"precision":[113],"97.65%,":[115],"recall":[116,143],"99.21%,":[118],"F1-score":[120],"98.34%.":[122],"It":[123],"also":[124],"outperformed":[125],"logistic":[126],"regression,":[127],"convolutional":[129],"neural":[130],"network,":[131],"decision":[134],"tree":[135],"across":[136],"reported":[138],"evaluation":[139],"metrics.":[140],"high":[142],"indicates":[144],"strong":[146],"capacity":[147],"identify":[149],"patients":[150],"with":[151],"reducing":[154],"missed":[155],"positive":[156],"cases.":[157],"These":[158],"findings":[159],"demonstrate":[160],"potential":[162],"deep-learning":[165],"machine-learning":[167],"methods":[168,188],"accurate,":[171],"scalable,":[172],"CKD":[175],"screening.":[176],"Further":[177],"larger,":[180],"more":[181],"diverse":[182],"clinical":[183,195],"datasets":[184],"explainable":[186],"AI":[187],"is":[189],"needed":[190],"before":[191],"deployment":[192],"in":[193],"real-world":[194],"decision-support":[196],"systems.":[197]},"counts_by_year":[],"updated_date":"2026-10-18T09:31:52.927876","created_date":"2026-09-17T00:00:00"}