{"id":"https://openalex.org/W4401551038","doi":"https://doi.org/10.1007/978-3-031-67278-1_10","title":"Multi-stage Chronic Kidney Disease Classification on\u00a0Longitudinal Data","display_name":"Multi-stage Chronic Kidney Disease Classification on\u00a0Longitudinal Data","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401551038","doi":"https://doi.org/10.1007/978-3-031-67278-1_10"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-031-67278-1_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-67278-1_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/978-3-031-67278-1_10","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113332762","display_name":"Ali Guran","orcid":null},"institutions":[{"id":"https://openalex.org/I39586589","display_name":"Swansea University","ror":"https://ror.org/053fq8t95","country_code":"GB","type":"education","lineage":["https://openalex.org/I39586589"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Ali Guran","raw_affiliation_strings":["Department of Computer Science, Swansea University, Swansea, SA1 8EN, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Swansea University, Swansea, SA1 8EN, UK","institution_ids":["https://openalex.org/I39586589"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003981917","display_name":"Gary K.L. Tam","orcid":"https://orcid.org/0000-0001-7387-5180"},"institutions":[{"id":"https://openalex.org/I39586589","display_name":"Swansea University","ror":"https://ror.org/053fq8t95","country_code":"GB","type":"education","lineage":["https://openalex.org/I39586589"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gary K. L. Tam","raw_affiliation_strings":["Department of Computer Science, Swansea University, Swansea, SA1 8EN, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Swansea University, Swansea, SA1 8EN, UK","institution_ids":["https://openalex.org/I39586589"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087171949","display_name":"James Chess","orcid":"https://orcid.org/0000-0001-8805-6962"},"institutions":[{"id":"https://openalex.org/I2801456533","display_name":"Morriston Hospital","ror":"https://ror.org/01p830915","country_code":"GB","type":"healthcare","lineage":["https://openalex.org/I1294711689","https://openalex.org/I2801456533"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"James Chess","raw_affiliation_strings":["Wales Kidney Research Unit and Morriston Hospital, Swansea, SA6 6NL, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wales Kidney Research Unit and Morriston Hospital, Swansea, SA6 6NL, UK","institution_ids":["https://openalex.org/I2801456533"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084010930","display_name":"Xianghua Xie","orcid":"https://orcid.org/0000-0002-2701-8660"},"institutions":[{"id":"https://openalex.org/I39586589","display_name":"Swansea University","ror":"https://ror.org/053fq8t95","country_code":"GB","type":"education","lineage":["https://openalex.org/I39586589"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Xianghua Xie","raw_affiliation_strings":["Department of Computer Science, Swansea University, Swansea, SA1 8EN, UK","Swansea University, Swansea, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Swansea University, Swansea, SA1 8EN, UK","institution_ids":["https://openalex.org/I39586589"]},{"raw_affiliation_string":"Swansea University, Swansea, UK","institution_ids":["https://openalex.org/I39586589"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5113332762"],"corresponding_institution_ids":["https://openalex.org/I39586589"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"120","last_page":"133"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9952999949455261,"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":0.9952999949455261,"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":0.9940000176429749,"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/computer-science","display_name":"Computer science","score":0.7887696027755737},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.6261906623840332},{"id":"https://openalex.org/keywords/kidney-disease","display_name":"Kidney disease","score":0.5705678462982178},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4009774923324585},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.13178402185440063},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1178121268749237},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.05098047852516174}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7887696027755737},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.6261906623840332},{"id":"https://openalex.org/C2778653478","wikidata":"https://www.wikidata.org/wiki/Q1054718","display_name":"Kidney disease","level":2,"score":0.5705678462982178},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4009774923324585},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.13178402185440063},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1178121268749237},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.05098047852516174},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-031-67278-1_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-67278-1_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:cronfa.swan.ac.uk:cronfa66605","is_oa":true,"landing_page_url":"https://cronfa.swan.ac.uk/Record/cronfa66605","pdf_url":"https://cronfa.swan.ac.uk/Record/cronfa66605/Download/66605__30551__e101aace07d44c588e563b2fdc059c97.pdf","source":{"id":"https://openalex.org/S4306401613","display_name":"Cronfa (Swansea University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I39586589","host_organization_name":"Swansea University","host_organization_lineage":["https://openalex.org/I39586589"],"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":"Conference Paper/Proceeding/Abstract"}],"best_oa_location":{"id":"doi:10.1007/978-3-031-67278-1_10","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-031-67278-1_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1480376833","https://openalex.org/W1981183221","https://openalex.org/W2012715520","https://openalex.org/W2055684807","https://openalex.org/W2079735306","https://openalex.org/W2108510859","https://openalex.org/W2168083059","https://openalex.org/W2560015483","https://openalex.org/W2895906293","https://openalex.org/W2908463019","https://openalex.org/W2933013505","https://openalex.org/W2952312197","https://openalex.org/W2970562883","https://openalex.org/W2982215737","https://openalex.org/W2997177758","https://openalex.org/W3011408237","https://openalex.org/W3117160760","https://openalex.org/W3125584267","https://openalex.org/W3141781096","https://openalex.org/W3159759549","https://openalex.org/W3199916091","https://openalex.org/W4280494793","https://openalex.org/W4309433278","https://openalex.org/W4389239646","https://openalex.org/W4389640549","https://openalex.org/W4392777592","https://openalex.org/W6926123986"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Chronic":[0],"Kidney":[1],"Disease":[2],"(CKD)":[3],"presents":[4],"a":[5,119],"significant":[6],"global":[7],"health":[8],"challenge,":[9],"often":[10,26,95],"going":[11],"unnoticed":[12],"in":[13,64,196,210,240],"patients":[14,197],"until":[15],"reaching":[16],"advanced":[17],"stages.":[18,76,185],"Late-stage":[19],"CKD":[20,75,195,242],"profoundly":[21],"impacts":[22],"patients\u2019":[23],"lifestyles.":[24],"It":[25],"necessitates":[27],"weekly":[28],"dialysis":[29],"or":[30,86],"kidney":[31],"transplants,":[32],"which":[33],"both":[34,181],"require":[35],"costly":[36],"medical":[37,50],"support.":[38],"Detecting":[39],"early-stage":[40],"CKD,":[41,179],"however,":[42],"facilitates":[43],"preventive":[44],"measures":[45],"through":[46,135],"lifestyle":[47],"changes":[48],"and":[49,59,72,147,157,183,218],"interventions.":[51],"This":[52,231],"highlights":[53],"the":[54,74,128,136,166,192,211,225],"importance":[55],"of":[56,122,178,194],"early":[57,182,243],"detection":[58],"accurate":[60],"staging.":[61],"Recent":[62],"advancements":[63],"machine":[65,149],"learning":[66,150],"offer":[67],"immense":[68],"promise":[69],"for":[70,103,236,244],"diagnosing":[71],"identifying":[73,241],"However,":[77],"most":[78],"studies":[79],"focus":[80],"on":[81],"only":[82],"binary":[83],"classification":[84],"(CKD":[85],"not":[87],"CKD)":[88],"using":[89,118],"cross-sectional":[90,206],"data.":[91,110],"Nonetheless,":[92],"it":[93],"is":[94,100],"observed":[96],"that":[97,224],"longitudinal":[98,145,226],"analysis":[99,117],"more":[101],"suitable":[102],"long-term":[104],"disease":[105],"prediction,":[106],"leveraging":[107],"extensive":[108],"temporal":[109],"In":[111],"this":[112],"study,":[113],"we":[114,164],"conducted":[115],"an":[116],"comprehensive":[120],"dataset":[121,146],"blood":[123],"test":[124],"results":[125],"obtained":[126],"from":[127],"Welsh":[129],"Results":[130],"Reports":[131],"Service":[132],"(WRRS)":[133],"accessed":[134],"Secure":[137],"Anonymised":[138],"Information":[139],"Linkage":[140],"(SAIL)":[141],"Databank.":[142],"By":[143],"utilizing":[144],"employing":[148],"techniques,":[151],"namely":[152,213],"Long":[153,159],"Short-Term":[154,160],"Memory":[155,161],"(LSTM)":[156],"Bidirectional":[158],"(Bi-LSTM)":[162],"algorithms,":[163],"present":[165],"first":[167],"study":[168],"to":[169,176,190],"classify":[170],"all":[171],"five":[172],"stages":[173,193],"(from":[174],"1st":[175],"5th)":[177],"including":[180],"late":[184],"These":[186],"techniques":[187,207],"enabled":[188],"us":[189],"determine":[191],"with":[198],"precision.":[199],"We":[200],"also":[201],"compare":[202],"our":[203],"models":[204],"against":[205],"commonly":[208],"used":[209],"literature,":[212],"RF,":[214],"SVM,":[215],"Decision":[216],"Tree":[217],"Logistic":[219],"Regression.":[220],"Our":[221],"findings":[222],"indicate":[223],"model":[227],"yields":[228],"better":[229],"results.":[230],"could":[232],"potentially":[233],"be":[234],"valuable":[235],"General":[237],"Practitioners":[238],"(GPs)":[239],"referral.":[245]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
