{"id":"https://openalex.org/W3036368325","doi":"https://doi.org/10.1109/tbme.2020.3004031","title":"Machine-Learning Based Model to Improve Insulin Bolus Calculation in Type 1 Diabetes Therapy","display_name":"Machine-Learning Based Model to Improve Insulin Bolus Calculation in Type 1 Diabetes Therapy","publication_year":2020,"publication_date":"2020-06-22","ids":{"openalex":"https://openalex.org/W3036368325","doi":"https://doi.org/10.1109/tbme.2020.3004031","mag":"3036368325","pmid":"https://pubmed.ncbi.nlm.nih.gov/32746033"},"language":"en","primary_location":{"id":"doi:10.1109/tbme.2020.3004031","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2020.3004031","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"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 Transactions on Biomedical Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5004836218","display_name":"Giulia Noaro","orcid":null},"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":true,"raw_author_name":"Giulia Noaro","raw_affiliation_strings":["Department of Information EngineeringUniversity of Padova","Department of Information Engineering, University of Padova"],"affiliations":[{"raw_affiliation_string":"Department of Information EngineeringUniversity of Padova","institution_ids":[]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010489564","display_name":"Giacomo Cappon","orcid":null},"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":"Giacomo Cappon","raw_affiliation_strings":["Department of Information EngineeringUniversity of Padova","Department of Information Engineering, University of Padova"],"affiliations":[{"raw_affiliation_string":"Department of Information EngineeringUniversity of Padova","institution_ids":[]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024366949","display_name":"Martina Vettoretti","orcid":null},"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":"Martina Vettoretti","raw_affiliation_strings":["Department of Information EngineeringUniversity of Padova","Department of Information Engineering, University of Padova"],"affiliations":[{"raw_affiliation_string":"Department of Information EngineeringUniversity of Padova","institution_ids":[]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071251680","display_name":"Giovanni Sparacino","orcid":null},"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":"Giovanni Sparacino","raw_affiliation_strings":["Department of Information EngineeringUniversity of Padova","Department of Information Engineering, University of Padova"],"affiliations":[{"raw_affiliation_string":"Department of Information EngineeringUniversity of Padova","institution_ids":[]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013219153","display_name":"Simone Del Favero","orcid":null},"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":"Simone Del Favero","raw_affiliation_strings":["Department of Information EngineeringUniversity of Padova","Department of Information Engineering, University of Padova"],"affiliations":[{"raw_affiliation_string":"Department of Information EngineeringUniversity of Padova","institution_ids":[]},{"raw_affiliation_string":"Department of Information Engineering, University of Padova","institution_ids":["https://openalex.org/I138689650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081035885","display_name":"Andrea Facchinetti","orcid":null},"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":"Andrea Facchinetti","raw_affiliation_strings":["Department of Information Engineering, University of Padova, Padova, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, University of Padova, Padova, Italy","institution_ids":["https://openalex.org/I138689650"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5004836218"],"corresponding_institution_ids":["https://openalex.org/I138689650"],"apc_list":null,"apc_paid":null,"fwci":4.6823,"has_fulltext":false,"cited_by_count":54,"citation_normalized_percentile":{"value":0.95977166,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"68","issue":"1","first_page":"247","last_page":"255"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10560","display_name":"Diabetes Management and Research","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9896000027656555,"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/T10401","display_name":"Diabetes Treatment and Management","score":0.9865000247955322,"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/lasso","display_name":"Lasso (programming language)","score":0.6345519423484802},{"id":"https://openalex.org/keywords/type-1-diabetes","display_name":"Type 1 diabetes","score":0.5736121535301208},{"id":"https://openalex.org/keywords/glycemic","display_name":"Glycemic","score":0.5156199336051941},{"id":"https://openalex.org/keywords/insulin","display_name":"Insulin","score":0.49508991837501526},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4546452462673187},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4426393210887909},{"id":"https://openalex.org/keywords/hypoglycemia","display_name":"Hypoglycemia","score":0.43765896558761597},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.4280475378036499},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4247910678386688},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.41334718465805054},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.413277804851532},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36875617504119873},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3047223687171936},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.14534327387809753},{"id":"https://openalex.org/keywords/endocrinology","display_name":"Endocrinology","score":0.10515934228897095}],"concepts":[{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.6345519423484802},{"id":"https://openalex.org/C2781232474","wikidata":"https://www.wikidata.org/wiki/Q124407","display_name":"Type 1 diabetes","level":3,"score":0.5736121535301208},{"id":"https://openalex.org/C2780473172","wikidata":"https://www.wikidata.org/wiki/Q5572518","display_name":"Glycemic","level":3,"score":0.5156199336051941},{"id":"https://openalex.org/C2779306644","wikidata":"https://www.wikidata.org/wiki/Q2002370","display_name":"Insulin","level":2,"score":0.49508991837501526},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4546452462673187},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4426393210887909},{"id":"https://openalex.org/C2780668416","wikidata":"https://www.wikidata.org/wiki/Q202758","display_name":"Hypoglycemia","level":3,"score":0.43765896558761597},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.4280475378036499},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4247910678386688},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.41334718465805054},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.413277804851532},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36875617504119873},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3047223687171936},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.14534327387809753},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.10515934228897095},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001786","descriptor_name":"Blood Glucose","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001786","descriptor_name":"Blood Glucose","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001786","descriptor_name":"Blood Glucose","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003922","descriptor_name":"Diabetes Mellitus, Type 1","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D003922","descriptor_name":"Diabetes Mellitus, Type 1","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D003922","descriptor_name":"Diabetes Mellitus, Type 1","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007004","descriptor_name":"Hypoglycemic Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007004","descriptor_name":"Hypoglycemic Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007004","descriptor_name":"Hypoglycemic Agents","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007328","descriptor_name":"Insulin","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007328","descriptor_name":"Insulin","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007328","descriptor_name":"Insulin","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D007332","descriptor_name":"Insulin Infusion Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007332","descriptor_name":"Insulin Infusion Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007332","descriptor_name":"Insulin Infusion Systems","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015190","descriptor_name":"Blood Glucose Self-Monitoring","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015190","descriptor_name":"Blood Glucose Self-Monitoring","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015190","descriptor_name":"Blood Glucose Self-Monitoring","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/tbme.2020.3004031","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbme.2020.3004031","pdf_url":null,"source":{"id":"https://openalex.org/S5240358","display_name":"IEEE Transactions on Biomedical Engineering","issn_l":"0018-9294","issn":["0018-9294","1558-2531"],"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 Transactions on Biomedical Engineering","raw_type":"journal-article"},{"id":"pmid:32746033","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32746033","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on bio-medical engineering","raw_type":null},{"id":"pmh:oai:www.research.unipd.it:11577/3366936","is_oa":false,"landing_page_url":"https://hdl.handle.net/11577/3366936","pdf_url":null,"source":{"id":"https://openalex.org/S4306402547","display_name":"Padua Research Archive (University of Padova)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I138689650","host_organization_name":"University of Padua","host_organization_lineage":["https://openalex.org/I138689650"],"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":[],"awards":[{"id":"https://openalex.org/G5329322851","display_name":null,"funder_award_id":"232/2016","funder_id":"https://openalex.org/F4320317295","funder_display_name":"Dipartimenti di Eccellenza"}],"funders":[{"id":"https://openalex.org/F4320317295","display_name":"Dipartimenti di Eccellenza","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1554944419","https://openalex.org/W1872020495","https://openalex.org/W1972871522","https://openalex.org/W1998025025","https://openalex.org/W2054083908","https://openalex.org/W2082966849","https://openalex.org/W2087309216","https://openalex.org/W2107353084","https://openalex.org/W2125624587","https://openalex.org/W2129995532","https://openalex.org/W2132228725","https://openalex.org/W2147602249","https://openalex.org/W2150543222","https://openalex.org/W2175958010","https://openalex.org/W2181256817","https://openalex.org/W2469701129","https://openalex.org/W2513029483","https://openalex.org/W2520432709","https://openalex.org/W2520537712","https://openalex.org/W2747023271","https://openalex.org/W2750871727","https://openalex.org/W2769364524","https://openalex.org/W2770616601","https://openalex.org/W2775079439","https://openalex.org/W2790915589","https://openalex.org/W2792894037","https://openalex.org/W2804034601","https://openalex.org/W2806402769","https://openalex.org/W2809303532","https://openalex.org/W2912691735","https://openalex.org/W2958860993","https://openalex.org/W2964434942","https://openalex.org/W2980079430","https://openalex.org/W2993729518","https://openalex.org/W3020570927","https://openalex.org/W4241093605","https://openalex.org/W4241883936","https://openalex.org/W4254695749","https://openalex.org/W4308067211","https://openalex.org/W7047571262"],"related_works":["https://openalex.org/W4390338738","https://openalex.org/W3033200810","https://openalex.org/W4309072394","https://openalex.org/W4281659109","https://openalex.org/W2804410467","https://openalex.org/W2065380434","https://openalex.org/W4386271533","https://openalex.org/W2346321355","https://openalex.org/W2067091669","https://openalex.org/W4401483125"],"abstract_inverted_index":{"MIB":[0],"dosage":[1],"with":[2],"the":[3,11],"proposed":[4],"LASSO":[5],"<sub>Q</sub>":[6],"model":[7],"can":[8],"potentially":[9],"reduce":[10],"risk":[12],"of":[13],"adverse":[14],"events":[15],"in":[16],"T1D":[17],"therapy.":[18]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":1}],"updated_date":"2026-03-15T09:29:46.208133","created_date":"2025-10-10T00:00:00"}
