{"id":"https://openalex.org/W2807352658","doi":"https://doi.org/10.1109/lcsys.2018.2844179","title":"Postprandial Glucose Regulation via KNN Meal Classification in Type 1 Diabetes","display_name":"Postprandial Glucose Regulation via KNN Meal Classification in Type 1 Diabetes","publication_year":2018,"publication_date":"2018-06-05","ids":{"openalex":"https://openalex.org/W2807352658","doi":"https://doi.org/10.1109/lcsys.2018.2844179","mag":"2807352658"},"language":"en","primary_location":{"id":"doi:10.1109/lcsys.2018.2844179","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcsys.2018.2844179","pdf_url":null,"source":{"id":"https://openalex.org/S4306422535","display_name":"IEEE Control Systems Letters","issn_l":"2475-1456","issn":["2475-1456"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Control Systems Letters","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/A5065275114","display_name":"Eleonora M. Aiello","orcid":"https://orcid.org/0000-0001-5129-8829"},"institutions":[{"id":"https://openalex.org/I25217355","display_name":"University of Pavia","ror":"https://ror.org/00s6t1f81","country_code":"IT","type":"education","lineage":["https://openalex.org/I25217355"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Eleonora Maria Aiello","raw_affiliation_strings":["Department of Industrial and Information Engineering, University of Pavia, Pavia, Italy"],"raw_orcid":"https://orcid.org/0000-0001-5129-8829","affiliations":[{"raw_affiliation_string":"Department of Industrial and Information Engineering, University of Pavia, Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081118469","display_name":"Chiara Toffanin","orcid":"https://orcid.org/0000-0003-1288-3456"},"institutions":[{"id":"https://openalex.org/I25217355","display_name":"University of Pavia","ror":"https://ror.org/00s6t1f81","country_code":"IT","type":"education","lineage":["https://openalex.org/I25217355"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Chiara Toffanin","raw_affiliation_strings":["Department of Industrial and Information Engineering, University of Pavia, Pavia, Italy"],"raw_orcid":"https://orcid.org/0000-0003-1288-3456","affiliations":[{"raw_affiliation_string":"Department of Industrial and Information Engineering, University of Pavia, Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019196853","display_name":"Mirko Messori","orcid":"https://orcid.org/0000-0001-9211-3042"},"institutions":[{"id":"https://openalex.org/I25217355","display_name":"University of Pavia","ror":"https://ror.org/00s6t1f81","country_code":"IT","type":"education","lineage":["https://openalex.org/I25217355"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mirko Messori","raw_affiliation_strings":["Department of Industrial and Information Engineering, University of Pavia, Pavia, Italy"],"raw_orcid":"https://orcid.org/0000-0001-9211-3042","affiliations":[{"raw_affiliation_string":"Department of Industrial and Information Engineering, University of Pavia, Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026228486","display_name":"Claudio Cobelli","orcid":"https://orcid.org/0000-0002-0169-6682"},"institutions":[{"id":"https://openalex.org/I138689650","display_name":"University of Padua","ror":"https://ror.org/00240q980","country_code":"IT","type":"education","lineage":["https://openalex.org/I138689650"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Claudio Cobelli","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padua, Italy"],"raw_orcid":"https://orcid.org/0000-0002-0169-6682","affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padua, Italy","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068935540","display_name":"Lalo Magni","orcid":"https://orcid.org/0000-0002-5895-3520"},"institutions":[{"id":"https://openalex.org/I25217355","display_name":"University of Pavia","ror":"https://ror.org/00s6t1f81","country_code":"IT","type":"education","lineage":["https://openalex.org/I25217355"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Lalo Magni","raw_affiliation_strings":["Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Civil Engineering and Architecture, University of Pavia, Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5065275114"],"corresponding_institution_ids":["https://openalex.org/I25217355"],"apc_list":null,"apc_paid":null,"fwci":2.7669,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.91307678,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"3","issue":"2","first_page":"230","last_page":"235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10560","display_name":"Diabetes Management and Research","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10560","display_name":"Diabetes Management and Research","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T10839","display_name":"Pancreatic function and diabetes","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11171","display_name":"Diabetes and associated disorders","score":0.9945999979972839,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/postprandial","display_name":"Postprandial","score":0.959108829498291},{"id":"https://openalex.org/keywords/insulin","display_name":"Insulin","score":0.722885012626648},{"id":"https://openalex.org/keywords/meal","display_name":"Meal","score":0.6714560389518738},{"id":"https://openalex.org/keywords/artificial-pancreas","display_name":"Artificial pancreas","score":0.6113337278366089},{"id":"https://openalex.org/keywords/type-2-diabetes","display_name":"Type 2 diabetes","score":0.5451480746269226},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.5200448036193848},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.5018339157104492},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.4849586486816406},{"id":"https://openalex.org/keywords/type-1-diabetes","display_name":"Type 1 diabetes","score":0.4698962867259979},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.46986302733421326},{"id":"https://openalex.org/keywords/endocrinology","display_name":"Endocrinology","score":0.4654325544834137},{"id":"https://openalex.org/keywords/blood-sugar-regulation","display_name":"Blood sugar regulation","score":0.4413929283618927},{"id":"https://openalex.org/keywords/bolus","display_name":"Bolus (digestion)","score":0.4304816722869873}],"concepts":[{"id":"https://openalex.org/C2778199505","wikidata":"https://www.wikidata.org/wiki/Q2992990","display_name":"Postprandial","level":3,"score":0.959108829498291},{"id":"https://openalex.org/C2779306644","wikidata":"https://www.wikidata.org/wiki/Q2002370","display_name":"Insulin","level":2,"score":0.722885012626648},{"id":"https://openalex.org/C2778345441","wikidata":"https://www.wikidata.org/wiki/Q6460735","display_name":"Meal","level":2,"score":0.6714560389518738},{"id":"https://openalex.org/C2780353609","wikidata":"https://www.wikidata.org/wiki/Q1569064","display_name":"Artificial pancreas","level":4,"score":0.6113337278366089},{"id":"https://openalex.org/C2777180221","wikidata":"https://www.wikidata.org/wiki/Q3025883","display_name":"Type 2 diabetes","level":3,"score":0.5451480746269226},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5200448036193848},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.5018339157104492},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.4849586486816406},{"id":"https://openalex.org/C2781232474","wikidata":"https://www.wikidata.org/wiki/Q124407","display_name":"Type 1 diabetes","level":3,"score":0.4698962867259979},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.46986302733421326},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.4654325544834137},{"id":"https://openalex.org/C76923068","wikidata":"https://www.wikidata.org/wiki/Q3455903","display_name":"Blood sugar regulation","level":3,"score":0.4413929283618927},{"id":"https://openalex.org/C43376680","wikidata":"https://www.wikidata.org/wiki/Q6580786","display_name":"Bolus (digestion)","level":2,"score":0.4304816722869873},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/lcsys.2018.2844179","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lcsys.2018.2844179","pdf_url":null,"source":{"id":"https://openalex.org/S4306422535","display_name":"IEEE Control Systems Letters","issn_l":"2475-1456","issn":["2475-1456"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Control Systems Letters","raw_type":"journal-article"},{"id":"pmh:oai:iris.unitn.it:11572/402405","is_oa":false,"landing_page_url":"https://hdl.handle.net/11572/402405","pdf_url":null,"source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.7099999785423279,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W34534769","https://openalex.org/W1752045965","https://openalex.org/W1824657313","https://openalex.org/W1985258161","https://openalex.org/W1994410331","https://openalex.org/W2026529044","https://openalex.org/W2037208057","https://openalex.org/W2081055373","https://openalex.org/W2102734279","https://openalex.org/W2129995532","https://openalex.org/W2328332657","https://openalex.org/W2398688360","https://openalex.org/W2469701129","https://openalex.org/W2572287943","https://openalex.org/W4238530616","https://openalex.org/W6601430923","https://openalex.org/W6638373262","https://openalex.org/W6712514217"],"related_works":["https://openalex.org/W4309021794","https://openalex.org/W2167160009","https://openalex.org/W2265027927","https://openalex.org/W2117748324","https://openalex.org/W1991978558","https://openalex.org/W2538031581","https://openalex.org/W2464240231","https://openalex.org/W1973063189","https://openalex.org/W2971054646","https://openalex.org/W2012125179"],"abstract_inverted_index":{"Blood":[0],"glucose":[1,49,117,132],"concentration":[2],"control":[3,18],"is":[4,23,42,51,96,112],"a":[5,17,24,30,79,98,105,142,179],"classic":[6],"negative":[7],"feedback":[8],"problem":[9],"with":[10],"insulin":[11,40,74],"secreted":[12],"by":[13,29,172],"the":[14,35,46,55,61,65,69,73,82,86,89,123,136,149,159,165,173],"pancreas":[15,36],"as":[16,178],"variable.":[19],"Type":[20],"1":[21],"Diabetes":[22],"chronic":[25],"metabolic":[26],"disease":[27],"caused":[28],"cellular-mediated":[31],"autoimmune":[32],"destruction":[33],"of":[34,57,60,64,68,72,78,81,91,148,164],"beta-cells,":[37],"so":[38],"exogenous":[39],"administration":[41],"needed":[43],"to":[44,114,129,135,140,144,181],"regulate":[45],"glycaemia.":[47],"Postprandial":[48],"regulation":[50],"typically":[52],"based":[53,108],"on":[54,109,158],"knowledge":[56],"an":[58],"estimation":[59],"ingested":[62],"carbohydrates,":[63],"Carbohydrate-to-insulin":[66],"ratio,":[67],"correction":[70,143],"factor,":[71],"still":[75],"active":[76],"and":[77,139,175],"measure":[80],"glycaemia":[83],"just":[84],"before":[85],"meal.":[87],"Despite":[88],"use":[90],"this":[92,103],"information":[93],"meal":[94,150],"compensation":[95],"yet":[97],"key":[99],"unsolved":[100],"issue.":[101],"In":[102],"letter":[104],"new":[106],"approach":[107,121,153],"machine-learning":[110],"methodologies":[111],"proposed":[113,120],"improve":[115],"postprandial":[116,131],"regulation.":[118],"The":[119],"uses":[122],"multiple":[124],"K-nearest":[125],"neighbors":[126],"classification":[127],"algorithm":[128],"predict":[130],"profile":[133],"due":[134],"nominal":[137],"therapy":[138],"suggest":[141],"time":[145],"and/or":[146],"amount":[147],"bolus.":[151],"This":[152],"has":[154,169],"been":[155,170],"successfully":[156],"validated":[157],"adult":[160],"in":[161],"silico":[162],"population":[163],"UVA/PADOVA":[166],"simulator,":[167],"which":[168],"accepted":[171],"Food":[174],"Drug":[176],"Administration":[177],"substitute":[180],"animal":[182],"trials.":[183]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
