{"id":"https://openalex.org/W4410732732","doi":"https://doi.org/10.1080/00207543.2025.2509155","title":"Large language model-enabled multi-agent self-organised approach for personalised rehabilitation assistive devices design","display_name":"Large language model-enabled multi-agent self-organised approach for personalised rehabilitation assistive devices design","publication_year":2025,"publication_date":"2025-05-26","ids":{"openalex":"https://openalex.org/W4410732732","doi":"https://doi.org/10.1080/00207543.2025.2509155"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2025.2509155","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2025.2509155","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","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/A5046678554","display_name":"Weibin Zhuang","orcid":"https://orcid.org/0000-0002-4061-538X"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weibin Zhuang","raw_affiliation_strings":["Donghua University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donghua University","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101809181","display_name":"Xinyu Pan","orcid":"https://orcid.org/0000-0001-9951-4842"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyu Pan","raw_affiliation_strings":["Donghua University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donghua University","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083914100","display_name":"Sijie Wen","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sijie Wen","raw_affiliation_strings":["Donghua University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donghua University","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103332299","display_name":"Weigang Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weigang Yu","raw_affiliation_strings":["Donghua University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donghua University","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100406106","display_name":"Xinyu Li","orcid":"https://orcid.org/0000-0002-4117-9698"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xinyu Li","raw_affiliation_strings":["Donghua University"],"raw_orcid":"https://orcid.org/0000-0002-4117-9698","affiliations":[{"raw_affiliation_string":"Donghua University","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061529100","display_name":"Jinsong Bao","orcid":"https://orcid.org/0000-0003-1999-1003"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinsong Bao","raw_affiliation_strings":["Donghua University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Donghua University","institution_ids":["https://openalex.org/I181326427"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100406106"],"corresponding_institution_ids":["https://openalex.org/I181326427"],"apc_list":null,"apc_paid":null,"fwci":13.014,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.99065159,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"64","issue":"12","first_page":"5209","last_page":"5238"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9279999732971191,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9279999732971191,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12128","display_name":"AI in Service Interactions","score":0.9021000266075134,"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":0.5152621269226074},{"id":"https://openalex.org/keywords/rehabilitation","display_name":"Rehabilitation","score":0.5112347602844238},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.47863641381263733},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.4057596027851105},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.16457492113113403},{"id":"https://openalex.org/keywords/physical-therapy","display_name":"Physical therapy","score":0.10408195853233337}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5152621269226074},{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.5112347602844238},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.47863641381263733},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.4057596027851105},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.16457492113113403},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.10408195853233337}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/00207543.2025.2509155","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2025.2509155","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1258487828","display_name":null,"funder_award_id":"No. 52405256","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G258418128","display_name":null,"funder_award_id":"No. 2019YFB1706300","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5455017791","display_name":null,"funder_award_id":"No. 22YF1400200","funder_id":"https://openalex.org/F4320321885","funder_display_name":"Science and Technology Commission of Shanghai Municipality"},{"id":"https://openalex.org/G6733548919","display_name":null,"funder_award_id":"No. 2232023G-05-2","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321885","display_name":"Science and Technology Commission of Shanghai Municipality","ror":"https://ror.org/03kt66j61"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":80,"referenced_works":["https://openalex.org/W1965414996","https://openalex.org/W2013748858","https://openalex.org/W2033261309","https://openalex.org/W2078700749","https://openalex.org/W2083150210","https://openalex.org/W2125134920","https://openalex.org/W2314282585","https://openalex.org/W2527441088","https://openalex.org/W2602219266","https://openalex.org/W2809013887","https://openalex.org/W2912026759","https://openalex.org/W2955437982","https://openalex.org/W2995325223","https://openalex.org/W3034703993","https://openalex.org/W3049305397","https://openalex.org/W3090919894","https://openalex.org/W3092475470","https://openalex.org/W3112323084","https://openalex.org/W3118869673","https://openalex.org/W3129603164","https://openalex.org/W3132438307","https://openalex.org/W3134630888","https://openalex.org/W3136497269","https://openalex.org/W3152656027","https://openalex.org/W3159154897","https://openalex.org/W3161587390","https://openalex.org/W3193451444","https://openalex.org/W3201550385","https://openalex.org/W3203422089","https://openalex.org/W3216528146","https://openalex.org/W4200472981","https://openalex.org/W4205102769","https://openalex.org/W4206443496","https://openalex.org/W4206804737","https://openalex.org/W4280567426","https://openalex.org/W4283389819","https://openalex.org/W4283580702","https://openalex.org/W4285020859","https://openalex.org/W4293073148","https://openalex.org/W4293493852","https://openalex.org/W4308413201","https://openalex.org/W4309328041","https://openalex.org/W4327518740","https://openalex.org/W4361026637","https://openalex.org/W4361799143","https://openalex.org/W4366204357","https://openalex.org/W4379208750","https://openalex.org/W4385963839","https://openalex.org/W4386081870","https://openalex.org/W4386154721","https://openalex.org/W4386794440","https://openalex.org/W4387294383","https://openalex.org/W4387330384","https://openalex.org/W4387499030","https://openalex.org/W4387794250","https://openalex.org/W4387835442","https://openalex.org/W4389612030","https://openalex.org/W4390146453","https://openalex.org/W4390640507","https://openalex.org/W4391337493","https://openalex.org/W4391621173","https://openalex.org/W4391709169","https://openalex.org/W4392207828","https://openalex.org/W4392748121","https://openalex.org/W4392984569","https://openalex.org/W4393098653","https://openalex.org/W4393264365","https://openalex.org/W4394795389","https://openalex.org/W4395029328","https://openalex.org/W4396605652","https://openalex.org/W4400213615","https://openalex.org/W4400453288","https://openalex.org/W4401244394","https://openalex.org/W4405184347","https://openalex.org/W4406613230","https://openalex.org/W4407325419","https://openalex.org/W4407755791","https://openalex.org/W4407928655","https://openalex.org/W4408285578","https://openalex.org/W4410050652"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"With":[0],"the":[1,8,45,83,104,113,134,142,151,164,169,195],"increasing":[2],"prevalence":[3],"of":[4,30,49,107,115,154,168,198],"age-related":[5],"diseases":[6],"among":[7,85],"elderly,":[9],"escalating":[10],"disability":[11],"rates":[12],"resulting":[13],"from":[14],"chronic":[15],"illnesses,":[16],"and":[17,47,118,166,173,185,191],"heightened":[18],"public":[19],"health":[20],"awareness,":[21],"there":[22],"is":[23,70,148],"a":[24,76,88,97,124,138],"growing":[25],"demand":[26],"for":[27,64,90,100,194],"personalised":[28,66,196],"design":[29,37,92,143,153,171,197],"rehabilitation":[31],"assistive":[32],"devices":[33],"(RADs).":[34],"Conventional":[35],"product":[36,91,121,135],"methods":[38],"have":[39],"shown":[40],"significant":[41],"limitations":[42],"in":[43,72,103,120],"addressing":[44],"diversity":[46],"individuality":[48],"user":[50,146,183],"needs.":[51],"Therefore,":[52],"leveraging":[53],"large":[54],"language":[55],"models":[56],"(LLM)":[57],"to":[58,131],"self-organise":[59],"multi-agents,":[60],"an":[61,159,189],"innovative":[62],"method":[63],"designing":[65],"RADs,":[67],"called":[68],"LLM-PDAgents,":[69],"proposed":[71],"this":[73],"manuscript.":[74],"Initially,":[75],"knowledge":[77,93],"graph":[78],"(KG)":[79],"was":[80,109,129],"constructed":[81],"with":[82],"relationship":[84],"\u2018phenomenon-symptom-function-behaviour-structure',":[86],"establishing":[87],"chain-of-thought":[89],"within":[94],"multi-agents.":[95],"Subsequently,":[96],"thinking":[98],"mechanism":[99],"task":[101],"planning":[102],"self-organised":[105],"process":[106],"multi-agents":[108],"developed,":[110],"which":[111],"emulates":[112],"processes":[114],"planning,":[116],"execution,":[117],"monitoring":[119],"design.":[122],"Ultimately,":[123],"multi-tiered":[125],"progressive":[126],"reflection":[127],"strategy":[128],"devised":[130],"iteratively":[132],"refine":[133],"design,":[136],"fostering":[137],"continuous":[139],"optimization":[140],"on":[141,178],"solution":[144],"until":[145],"satisfaction":[147],"achieved.":[149],"Taking":[150],"real-world":[152],"knee":[155],"joint":[156],"RADs":[157],"as":[158],"example,":[160],"LLM-PDAgents":[161],"significantly":[162],"improved":[163],"procedure":[165],"quality":[167],"whole":[170],"process,":[172],"its":[174],"outcomes":[175],"showed":[176],"merits":[177],"economic":[179],"viability,":[180],"manufacturing":[181],"feasibility,":[182],"pertinence,":[184],"generated":[186],"costs,":[187],"indicating":[188],"efficient":[190],"reliable":[192],"approach":[193],"RADs.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-15T08:34:33.830935","created_date":"2025-10-10T00:00:00"}
