{"id":"https://openalex.org/W2293767146","doi":"https://doi.org/10.1109/embc.2015.7318810","title":"Improving risk-stratification of Diabetes complications using temporal data mining","display_name":"Improving risk-stratification of Diabetes complications using temporal data mining","publication_year":2015,"publication_date":"2015-08-01","ids":{"openalex":"https://openalex.org/W2293767146","doi":"https://doi.org/10.1109/embc.2015.7318810","mag":"2293767146","pmid":"https://pubmed.ncbi.nlm.nih.gov/26736710"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2015.7318810","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7318810","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5069995691","display_name":"Lucia Sacchi","orcid":"https://orcid.org/0000-0002-1390-9825"},"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":"Lucia Sacchi","raw_affiliation_strings":["The Department of Electrical, Computer and Biomedical Engineering of the University of Pavia, Pavia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Department of Electrical, Computer and Biomedical Engineering of the University of Pavia, Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068449833","display_name":"Arianna Dagliati","orcid":"https://orcid.org/0000-0002-5041-0409"},"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":"Arianna Dagliati","raw_affiliation_strings":["The Department of Electrical, Computer and Biomedical Engineering of the University of Pavia, Pavia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Department of Electrical, Computer and Biomedical Engineering of the University of Pavia, Pavia, Italy","institution_ids":["https://openalex.org/I25217355"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038921121","display_name":"Daniele Segagni","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105320","display_name":"Fondazione Salvatore Maugeri","ror":"https://ror.org/01e8tvg28","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Daniele Segagni","raw_affiliation_strings":["The IRCCS Fondazione Salvatore Maugeri Hospital, Pavia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The IRCCS Fondazione Salvatore Maugeri Hospital, Pavia, Italy","institution_ids":["https://openalex.org/I4210105320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010219657","display_name":"Paola Leporati","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105320","display_name":"Fondazione Salvatore Maugeri","ror":"https://ror.org/01e8tvg28","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Paola Leporati","raw_affiliation_strings":["The IRCCS Fondazione Salvatore Maugeri Hospital, Pavia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The IRCCS Fondazione Salvatore Maugeri Hospital, Pavia, Italy","institution_ids":["https://openalex.org/I4210105320"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071641712","display_name":"Luca Chiovato","orcid":"https://orcid.org/0000-0001-7457-7353"},"institutions":[{"id":"https://openalex.org/I4210105320","display_name":"Fondazione Salvatore Maugeri","ror":"https://ror.org/01e8tvg28","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Chiovato","raw_affiliation_strings":["The IRCCS Fondazione Salvatore Maugeri Hospital, Pavia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The IRCCS Fondazione Salvatore Maugeri Hospital, Pavia, Italy","institution_ids":["https://openalex.org/I4210105320"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050932220","display_name":"Riccardo Bellazzi","orcid":"https://orcid.org/0000-0002-6974-9808"},"institutions":[{"id":"https://openalex.org/I4210105320","display_name":"Fondazione Salvatore Maugeri","ror":"https://ror.org/01e8tvg28","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210105320","https://openalex.org/I4210153126"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Bellazzi","raw_affiliation_strings":["The Department of Electrical, The IRCCS Fondazione Salvatore Maugeri Hospital, Pavia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Department of Electrical, The IRCCS Fondazione Salvatore Maugeri Hospital, Pavia, Italy","institution_ids":["https://openalex.org/I4210105320"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2015","issue":null,"first_page":"2131","last_page":"2134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9531999826431274,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9531999826431274,"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/T10027","display_name":"Diabetes, Cardiovascular Risks, and Lipoproteins","score":0.9441999793052673,"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/T10560","display_name":"Diabetes Management and Research","score":0.9366999864578247,"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/computer-science","display_name":"Computer science","score":0.5806822776794434},{"id":"https://openalex.org/keywords/european-commission","display_name":"European commission","score":0.5658882856369019},{"id":"https://openalex.org/keywords/stratification","display_name":"Stratification (seeds)","score":0.542018473148346},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5063983201980591},{"id":"https://openalex.org/keywords/purchasing","display_name":"Purchasing","score":0.5051942467689514},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4867003262042999},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4542172849178314},{"id":"https://openalex.org/keywords/type-2-diabetes","display_name":"Type 2 diabetes","score":0.45055556297302246},{"id":"https://openalex.org/keywords/risk-stratification","display_name":"Risk stratification","score":0.4235360324382782},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4168330430984497},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.408347487449646},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3750300705432892},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.35967400670051575},{"id":"https://openalex.org/keywords/diabetes-mellitus","display_name":"Diabetes mellitus","score":0.3359016180038452},{"id":"https://openalex.org/keywords/european-union","display_name":"European union","score":0.19192913174629211},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.1796366274356842},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.15305215120315552},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.1274641454219818},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12701287865638733},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11522695422172546},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.11287719011306763}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5806822776794434},{"id":"https://openalex.org/C3020782553","wikidata":"https://www.wikidata.org/wiki/Q8880","display_name":"European commission","level":3,"score":0.5658882856369019},{"id":"https://openalex.org/C192943249","wikidata":"https://www.wikidata.org/wiki/Q1893382","display_name":"Stratification (seeds)","level":5,"score":0.542018473148346},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5063983201980591},{"id":"https://openalex.org/C2778813691","wikidata":"https://www.wikidata.org/wiki/Q1369832","display_name":"Purchasing","level":2,"score":0.5051942467689514},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4867003262042999},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4542172849178314},{"id":"https://openalex.org/C2777180221","wikidata":"https://www.wikidata.org/wiki/Q3025883","display_name":"Type 2 diabetes","level":3,"score":0.45055556297302246},{"id":"https://openalex.org/C3020404979","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk stratification","level":2,"score":0.4235360324382782},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4168330430984497},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.408347487449646},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3750300705432892},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.35967400670051575},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.3359016180038452},{"id":"https://openalex.org/C2910001868","wikidata":"https://www.wikidata.org/wiki/Q458","display_name":"European union","level":2,"score":0.19192913174629211},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.1796366274356842},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.15305215120315552},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.1274641454219818},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12701287865638733},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11522695422172546},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.11287719011306763},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C88548481","wikidata":"https://www.wikidata.org/wiki/Q2397491","display_name":"Seed dormancy","level":4,"score":0.0},{"id":"https://openalex.org/C3527866","wikidata":"https://www.wikidata.org/wiki/Q162267","display_name":"Dormancy","level":3,"score":0.0},{"id":"https://openalex.org/C100701293","wikidata":"https://www.wikidata.org/wiki/Q193838","display_name":"Germination","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C164705383","wikidata":"https://www.wikidata.org/wiki/Q10379","display_name":"Cardiology","level":1,"score":0.0},{"id":"https://openalex.org/C105639569","wikidata":"https://www.wikidata.org/wiki/Q582577","display_name":"Economic policy","level":1,"score":0.0},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000150","qualifier_name":"complications","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D003924","descriptor_name":"Diabetes Mellitus, Type 2","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D004363","descriptor_name":"Drug Utilization","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004363","descriptor_name":"Drug Utilization","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D004363","descriptor_name":"Drug Utilization","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010593","descriptor_name":"Pharmaceutical Services","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D010593","descriptor_name":"Pharmaceutical Services","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D010593","descriptor_name":"Pharmaceutical Services","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D010604","descriptor_name":"Pharmacy","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D010604","descriptor_name":"Pharmacy","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D010604","descriptor_name":"Pharmacy","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012307","descriptor_name":"Risk Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D018570","descriptor_name":"Risk Assessment","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D048909","descriptor_name":"Diabetes Complications","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D048909","descriptor_name":"Diabetes Complications","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D048909","descriptor_name":"Diabetes Complications","qualifier_ui":"Q000209","qualifier_name":"etiology","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc.2015.7318810","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2015.7318810","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:26736710","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/26736710","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":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null},{"id":"pmh:oai:pure.atira.dk:openaire_cris_publications/db1ffe04-b4cf-4732-88bc-b6bbe43fbe1f","is_oa":false,"landing_page_url":"https://research.manchester.ac.uk/en/publications/db1ffe04-b4cf-4732-88bc-b6bbe43fbe1f","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"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":"contributionToPeriodical"},{"id":"pmh:oai:pure.atira.dk:publications/db1ffe04-b4cf-4732-88bc-b6bbe43fbe1f","is_oa":false,"landing_page_url":"http://www.scopus.com/inward/record.url?scp=84953257830&partnerID=8YFLogxK","pdf_url":null,"source":{"id":"https://openalex.org/S4306400662","display_name":"Research Explorer (The University of Manchester)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I28407311","host_organization_name":"University of Manchester","host_organization_lineage":["https://openalex.org/I28407311"],"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":"contributionToPeriodical"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.75,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W1967931674","https://openalex.org/W2014390724","https://openalex.org/W2034512648","https://openalex.org/W2041256954","https://openalex.org/W2062469203","https://openalex.org/W2074328251"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2033590167","https://openalex.org/W1583810757","https://openalex.org/W2001086065"],"abstract_inverted_index":{"To":[0],"understand":[1],"which":[2],"factor":[3],"trigger":[4],"worsened":[5],"disease":[6],"control":[7],"is":[8],"a":[9],"crucial":[10],"step":[11],"in":[12,43,80,117],"Type":[13],"2":[14],"Diabetes":[15],"(T2D)":[16],"patient":[17],"management.":[18],"The":[19,83],"MOSAIC":[20],"project,":[21],"funded":[22],"by":[23],"the":[24,28,91,94,107,110,118,125],"European":[25],"Commission":[26],"under":[27],"FP7":[29],"program,":[30],"has":[31],"been":[32],"designed":[33],"to":[34,64,77,130,134],"integrate":[35],"heterogeneous":[36],"data":[37,58,73,129],"sources":[38],"and":[39],"provide":[40],"decision":[41],"support":[42],"chronic":[44],"T2D":[45],"management":[46],"through":[47],"patients'":[48],"continuous":[49],"stratification.":[50,67],"In":[51,68],"this":[52],"work":[53],"we":[54,70],"show":[55],"how":[56],"temporal":[57],"mining":[59],"can":[60],"be":[61],"fruitfully":[62],"exploited":[63],"improve":[65],"risk":[66],"particular,":[69],"exploit":[71],"administrative":[72,128],"on":[74,93],"drug":[75,86],"purchases":[76],"divide":[78],"patients":[79],"meaningful":[81],"groups.":[82,120],"detection":[84],"of":[85,96,109,127],"consumption":[87],"patterns":[88,132],"allows":[89],"stratifying":[90],"population":[92],"basis":[95],"subjects'":[97],"purchasing":[98],"attitude.":[99],"Merging":[100],"these":[101],"findings":[102],"with":[103],"clinical":[104,136],"values":[105],"indicates":[106],"relevance":[108],"applied":[111],"methods":[112],"while":[113],"showing":[114],"significant":[115],"differences":[116],"identified":[119],"This":[121],"extensive":[122],"approach":[123],"emphasized":[124],"exploitation":[126],"identify":[131],"able":[133],"explain":[135],"conditions.":[137]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":1}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
