{"id":"https://openalex.org/W4411552639","doi":"https://doi.org/10.1109/cscwd64889.2025.11033499","title":"Local-Global Context Encoding Architecture for the Insulin Prescription Recommendation","display_name":"Local-Global Context Encoding Architecture for the Insulin Prescription Recommendation","publication_year":2025,"publication_date":"2025-05-05","ids":{"openalex":"https://openalex.org/W4411552639","doi":"https://doi.org/10.1109/cscwd64889.2025.11033499"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd64889.2025.11033499","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd64889.2025.11033499","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-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/A5100747064","display_name":"Yi Wang","orcid":"https://orcid.org/0009-0000-5110-8837"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yi Wang","raw_affiliation_strings":["Tongji University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055909810","display_name":"Qinpei Zhao","orcid":"https://orcid.org/0000-0002-1765-1171"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinpei Zhao","raw_affiliation_strings":["Tongji University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016210851","display_name":"Weixiong Rao","orcid":"https://orcid.org/0000-0001-6644-0349"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weixiong Rao","raw_affiliation_strings":["Tongji University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063987833","display_name":"Chengwei Wu","orcid":"https://orcid.org/0000-0003-1284-9442"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengwei Wu","raw_affiliation_strings":["Tongji University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102313234","display_name":"Xinyuan Lu","orcid":"https://orcid.org/0000-0002-1842-0535"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinyuan Lu","raw_affiliation_strings":["Tongji University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100622779","display_name":"Jipeng Zhang","orcid":"https://orcid.org/0000-0002-3269-6992"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jipeng Zhang","raw_affiliation_strings":["Tongji University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Tongji University,Shanghai,China","institution_ids":["https://openalex.org/I116953780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013165064","display_name":"Ming Li","orcid":"https://orcid.org/0000-0001-5173-1602"},"institutions":[{"id":"https://openalex.org/I4210156189","display_name":"Shanghai Dianji University","ror":"https://ror.org/055fene14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210156189"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Li","raw_affiliation_strings":["Shanghai Dianji University,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Dianji University,Shanghai,China","institution_ids":["https://openalex.org/I4210156189"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022546522","display_name":"Q. J. Ge","orcid":"https://orcid.org/0000-0001-5795-0128"},"institutions":[{"id":"https://openalex.org/I4210144482","display_name":"Shanghai Sixth People's Hospital","ror":"https://ror.org/049zrh188","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210144482"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Quanquan Ge","raw_affiliation_strings":["Shanghai Sixth People&#x0027;s Hospital,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Sixth People&#x0027;s Hospital,Shanghai,China","institution_ids":["https://openalex.org/I4210144482"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077396511","display_name":"Congrong Wang","orcid":"https://orcid.org/0000-0002-8645-1114"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Congrong Wang","raw_affiliation_strings":["Shanghai Fourth People&#x0027;s Hospital,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Fourth People&#x0027;s Hospital,Shanghai,China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5100747064"],"corresponding_institution_ids":["https://openalex.org/I116953780"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23805103,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1551","last_page":"1556"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.8866000175476074,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.8866000175476074,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.8838000297546387,"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/T10560","display_name":"Diabetes Management and Research","score":0.8794000148773193,"subfield":{"id":"https://openalex.org/subfields/2712","display_name":"Endocrinology, Diabetes and Metabolism"},"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/context","display_name":"Context (archaeology)","score":0.6824451684951782},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6563475131988525},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.6453805565834045},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5785423517227173},{"id":"https://openalex.org/keywords/medical-prescription","display_name":"Medical prescription","score":0.5192558765411377},{"id":"https://openalex.org/keywords/insulin","display_name":"Insulin","score":0.4270896017551422},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.25532281398773193},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18431413173675537},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.13397809863090515},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1234845221042633},{"id":"https://openalex.org/keywords/pharmacology","display_name":"Pharmacology","score":0.11443236470222473},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.07722118496894836}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6824451684951782},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6563475131988525},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.6453805565834045},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5785423517227173},{"id":"https://openalex.org/C2426938","wikidata":"https://www.wikidata.org/wiki/Q3355478","display_name":"Medical prescription","level":2,"score":0.5192558765411377},{"id":"https://openalex.org/C2779306644","wikidata":"https://www.wikidata.org/wiki/Q2002370","display_name":"Insulin","level":2,"score":0.4270896017551422},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25532281398773193},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18431413173675537},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.13397809863090515},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1234845221042633},{"id":"https://openalex.org/C98274493","wikidata":"https://www.wikidata.org/wiki/Q128406","display_name":"Pharmacology","level":1,"score":0.11443236470222473},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.07722118496894836},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd64889.2025.11033499","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd64889.2025.11033499","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.49000000953674316}],"awards":[{"id":"https://openalex.org/G2913389626","display_name":null,"funder_award_id":"22410713200","funder_id":"https://openalex.org/F4320313610","funder_display_name":"Shanghai Science and Technology Development Foundation"}],"funders":[{"id":"https://openalex.org/F4320313610","display_name":"Shanghai Science and Technology Development Foundation","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2129995532","https://openalex.org/W2194775991","https://openalex.org/W2754051771","https://openalex.org/W2791114924","https://openalex.org/W2807352658","https://openalex.org/W2948261890","https://openalex.org/W2953762053","https://openalex.org/W2962760173","https://openalex.org/W2967531581","https://openalex.org/W2981830988","https://openalex.org/W3031602164","https://openalex.org/W3167277098","https://openalex.org/W4317369995","https://openalex.org/W4385245566","https://openalex.org/W4386741020","https://openalex.org/W4392558086","https://openalex.org/W6762250955","https://openalex.org/W6765602453","https://openalex.org/W6774054309","https://openalex.org/W6777337586","https://openalex.org/W6810637551"],"related_works":["https://openalex.org/W2361820086","https://openalex.org/W4388487825","https://openalex.org/W2368224867","https://openalex.org/W3029903131","https://openalex.org/W3111030087","https://openalex.org/W2341334583","https://openalex.org/W2385685139","https://openalex.org/W2358949696","https://openalex.org/W3032266754","https://openalex.org/W2038092528"],"abstract_inverted_index":{"Blood":[0],"glucose":[1,15,75],"levels,":[2],"when":[3],"analyzed":[4],"as":[5],"time":[6,76],"series":[7,77],"data,":[8],"contain":[9],"vital":[10],"information":[11],"about":[12],"a":[13,63,81,126],"patient's":[14],"fluctuations":[16],"and":[17,26,35,52,56,90,104,129,145,149],"trends,":[18],"which":[19],"are":[20,54],"crucial":[21],"for":[22,44,132],"assessing":[23],"pancreatic":[24],"function":[25],"insulin":[27,42,121,136],"sensitivity.":[28],"Leveraging":[29],"these":[30],"insights":[31],"through":[32],"feature":[33,50],"extraction":[34,53],"classification":[36],"can":[37],"help":[38],"determine":[39],"the":[40,98,105,140,147],"optimal":[41],"dosage":[43],"patients.":[45],"Traditional":[46],"methods":[47],"of":[48,142,151],"manual":[49],"selection":[51],"laborintensive":[55],"inefficient.":[57],"In":[58],"this":[59],"paper,":[60],"we":[61],"propose":[62],"novel":[64],"local-global":[65],"context":[66],"encoding":[67],"architecture":[68],"to":[69,87],"extract":[70],"deep":[71,112],"features":[72,113,118],"from":[73],"blood":[74],"data.":[78],"We":[79],"employ":[80],"weighted":[82],"k-nearest":[83],"neighbors":[84],"(KNN)":[85],"classifier":[86],"provide":[88],"dynamic":[89],"personalized":[91,130],"treatment":[92],"recommendations.":[93],"Our":[94,123],"experiments,":[95],"conducted":[96],"using":[97],"UVA/Padova":[99],"type":[100],"1":[101],"diabetes":[102,108,152],"simulator":[103],"ShanghaiT2DM":[106],"real-world":[107],"dataset,":[109],"demonstrate":[110],"that":[111],"significantly":[114],"outperform":[115],"manually":[116],"extracted":[117],"in":[119],"recommending":[120],"dosages.":[122],"approach":[124],"offers":[125],"more":[127],"accurate":[128],"method":[131],"managing":[133],"multiple":[134],"daily":[135],"injections,":[137],"potentially":[138],"reducing":[139],"workload":[141],"medical":[143],"practitioners":[144],"improving":[146],"efficiency":[148],"effectiveness":[150],"management.":[153],"Code":[154],"is":[155],"available":[156],"at":[157],"https://github.com/EricWvi/ykw.":[158]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
