{"id":"https://openalex.org/W4285595437","doi":"https://doi.org/10.1155/2022/4451792","title":"Blended Ensemble Learning Prediction Model for Strengthening Diagnosis and Treatment of Chronic Diabetes Disease","display_name":"Blended Ensemble Learning Prediction Model for Strengthening Diagnosis and Treatment of Chronic Diabetes Disease","publication_year":2022,"publication_date":"2022-07-14","ids":{"openalex":"https://openalex.org/W4285595437","doi":"https://doi.org/10.1155/2022/4451792","pmid":"https://pubmed.ncbi.nlm.nih.gov/35875742","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/9303104"},"language":"en","primary_location":{"id":"doi:10.1155/2022/4451792","doi":"https://doi.org/10.1155/2022/4451792","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/4451792","pdf_url":"https://downloads.hindawi.com/journals/cin/2022/4451792.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cin/2022/4451792.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089547582","display_name":"T R Mahesh","orcid":"https://orcid.org/0000-0002-5589-8992","observed_orcids":["https://orcid.org/0000-0002-5589-8992"]},"institutions":[{"id":"https://openalex.org/I106826634","display_name":"Jain University","ror":"https://ror.org/01cnqpt53","country_code":"IN","type":"education","lineage":["https://openalex.org/I106826634"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"T. R. Mahesh","raw_affiliation_strings":["Department of Computer Science and Engineering, Faculty of Engineering and Technology, JAIN (Deemed-to-be University), Bangalore, India"],"raw_orcid":"https://orcid.org/0000-0002-5589-8992","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Faculty of Engineering and Technology, JAIN (Deemed-to-be University), Bangalore, India","institution_ids":["https://openalex.org/I106826634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005102997","display_name":"V. Dhilip Kumar","orcid":"https://orcid.org/0000-0003-2274-8127","observed_orcids":["https://orcid.org/0000-0003-2274-8127"]},"institutions":[{"id":"https://openalex.org/I1330855593","display_name":"Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology","ror":"https://ror.org/05bc5bx80","country_code":"IN","type":"education","lineage":["https://openalex.org/I1330855593"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dhilip Kumar","raw_affiliation_strings":["Department of Computer Science and Engineering, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, India"],"raw_orcid":"https://orcid.org/0000-0003-2274-8127","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Vel Tech Rangarajan Dr. Sagunthala R&D Institute of Science and Technology, Chennai, India","institution_ids":["https://openalex.org/I1330855593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046995850","display_name":"V. Vinoth Kumar","orcid":"https://orcid.org/0000-0001-6359-6989","observed_orcids":["https://orcid.org/0000-0001-6359-6989"]},"institutions":[{"id":"https://openalex.org/I106826634","display_name":"Jain University","ror":"https://ror.org/01cnqpt53","country_code":"IN","type":"education","lineage":["https://openalex.org/I106826634"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"V. Vinoth Kumar","raw_affiliation_strings":["Department of Computer Science and Engineering, Faculty of Engineering and Technology, JAIN (Deemed-to-be University), Bangalore, India"],"raw_orcid":"https://orcid.org/0000-0003-1070-3212","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Faculty of Engineering and Technology, JAIN (Deemed-to-be University), Bangalore, India","institution_ids":["https://openalex.org/I106826634"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058981376","display_name":"Junaid Asghar","orcid":"https://orcid.org/0000-0003-2218-0789","observed_orcids":["https://orcid.org/0000-0003-2218-0789"]},"institutions":[{"id":"https://openalex.org/I172324550","display_name":"Gomal University","ror":"https://ror.org/0241b8f19","country_code":"PK","type":"education","lineage":["https://openalex.org/I172324550"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Junaid Asghar","raw_affiliation_strings":["Faculty of Pharmacy, Gomal University, Dera Ismail Khan 29050, Khyber Pakhtunkhwa, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-2218-0789","affiliations":[{"raw_affiliation_string":"Faculty of Pharmacy, Gomal University, Dera Ismail Khan 29050, Khyber Pakhtunkhwa, Pakistan","institution_ids":["https://openalex.org/I172324550"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036120947","display_name":"Mekecha Banchigize Bazezew","orcid":"https://orcid.org/0000-0002-4552-6677","observed_orcids":["https://orcid.org/0000-0002-4552-6677"]},"institutions":[{"id":"https://openalex.org/I4210114501","display_name":"Wollo University","ror":"https://ror.org/01ktt8y73","country_code":"ET","type":"education","lineage":["https://openalex.org/I4210114501"]}],"countries":["ET"],"is_corresponding":true,"raw_author_name":"Banchigize Mekcha Bazezew","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Wollo University, Ethiopia"],"raw_orcid":"https://orcid.org/0000-0002-4552-6677","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Wollo University, Ethiopia","institution_ids":["https://openalex.org/I4210114501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101925430","display_name":"Rajesh Natarajan","orcid":"https://orcid.org/0000-0003-1255-9621","observed_orcids":["https://orcid.org/0000-0003-1255-9621"]},"institutions":[{"id":"https://openalex.org/I4405282644","display_name":"University of Technology and Applied Sciences - Shinas","ror":"https://ror.org/006p4qp02","country_code":"OM","type":"education","lineage":["https://openalex.org/I4405258755","https://openalex.org/I4405282644"]}],"countries":["OM"],"is_corresponding":false,"raw_author_name":"Rajesh Natarajan","raw_affiliation_strings":["Department of Information Technology, University of Technology and Applied Science, Shinas. Sultanate of Oman, Oman"],"raw_orcid":"https://orcid.org/0000-0003-1255-9621","affiliations":[{"raw_affiliation_string":"Department of Information Technology, University of Technology and Applied Science, Shinas. Sultanate of Oman, Oman","institution_ids":["https://openalex.org/I4405282644"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064729797","display_name":"V Vivek","orcid":"https://orcid.org/0000-0003-2748-2890","observed_orcids":["https://orcid.org/0000-0003-2748-2890"]},"institutions":[{"id":"https://openalex.org/I106826634","display_name":"Jain University","ror":"https://ror.org/01cnqpt53","country_code":"IN","type":"education","lineage":["https://openalex.org/I106826634"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"V. Vivek","raw_affiliation_strings":["Department of Computer Science and Engineering, Faculty of Engineering and Technology, JAIN (Deemed-to-be University), Bangalore, India"],"raw_orcid":"https://orcid.org/0000-0003-2748-2890","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Faculty of Engineering and Technology, JAIN (Deemed-to-be University), Bangalore, India","institution_ids":["https://openalex.org/I106826634"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5036120947"],"corresponding_institution_ids":["https://openalex.org/I4210114501"],"apc_list":{"value":2550,"currency":"USD","value_usd":2550},"apc_paid":{"value":2550,"currency":"USD","value_usd":2550},"fwci":8.6422,"has_fulltext":true,"cited_by_count":74,"citation_normalized_percentile":{"value":0.98124737,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"2022","issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9984999895095825,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.00019999999494757503,"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/T11140","display_name":"Natural Antidiabetic Agents Studies","score":9.999999747378752e-05,"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/diabetes-mellitus","display_name":"diabetes mellitus","score":0.8849999904632568},{"id":"https://openalex.org/keywords/diabetes-prediction","display_name":"diabetes prediction","score":0.7559999823570251},{"id":"https://openalex.org/keywords/bayesian-networks","display_name":"Bayesian networks","score":0.9010000228881836},{"id":"https://openalex.org/keywords/radial-basis-functions","display_name":"radial basis functions","score":0.8840000033378601},{"id":"https://openalex.org/keywords/clinical-feature-selection","display_name":"clinical feature selection","score":0.5540000200271606},{"id":"https://openalex.org/keywords/diabetes-diagnosis","display_name":"diabetes diagnosis","score":0.5580000281333923},{"id":"https://openalex.org/keywords/diabetes-treatment","display_name":"diabetes treatment","score":0.5299999713897705},{"id":"https://openalex.org/keywords/classifier-comparison","display_name":"classifier comparison","score":0.5550000071525574}],"concepts":[{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.7439877390861511},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7169296145439148},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.7087839841842651},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6722463965415955},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6474554538726807},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6430392861366272},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.6394867897033691},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5840791463851929},{"id":"https://openalex.org/C2780485761","wikidata":"https://www.wikidata.org/wiki/Q275157","display_name":"Blood sugar","level":3,"score":0.5768657922744751},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5717824697494507},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.5555068254470825},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4526524245738983},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.4407652020454407},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4278271496295929},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2368837594985962},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.17114612460136414}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001499","descriptor_name":"Bayes Theorem","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":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":true},{"descriptor_ui":"D003920","descriptor_name":"Diabetes Mellitus","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D061385","descriptor_name":"Insulins","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":3,"locations":[{"id":"doi:10.1155/2022/4451792","doi":"https://doi.org/10.1155/2022/4451792","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/4451792","pdf_url":"https://downloads.hindawi.com/journals/cin/2022/4451792.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},{"id":"pmid:35875742","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35875742","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,"listed_in":[],"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":"Computational intelligence and neuroscience","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:9303104","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC9303104/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Comput Intell Neurosci","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1155/2022/4451792","doi":"https://doi.org/10.1155/2022/4451792","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/4451792","pdf_url":"https://downloads.hindawi.com/journals/cin/2022/4451792.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9789000153541565,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4285595437.pdf","grobid_xml":"https://content.openalex.org/works/W4285595437.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W179179905","https://openalex.org/W1995341919","https://openalex.org/W2001905743","https://openalex.org/W2014057135","https://openalex.org/W2025647920","https://openalex.org/W2033626294","https://openalex.org/W2081800784","https://openalex.org/W2163598528","https://openalex.org/W2319916405","https://openalex.org/W2340204267","https://openalex.org/W2379581788","https://openalex.org/W2402144811","https://openalex.org/W2472502719","https://openalex.org/W2569214105","https://openalex.org/W2604714041","https://openalex.org/W2763025072","https://openalex.org/W2988440244","https://openalex.org/W3132995022","https://openalex.org/W3190933275","https://openalex.org/W3210864691","https://openalex.org/W4224283026","https://openalex.org/W4253667136","https://openalex.org/W4283514389"],"related_works":["https://openalex.org/W7117380119","https://openalex.org/W7125772234","https://openalex.org/W4407445287","https://openalex.org/W4237612942","https://openalex.org/W4405678937","https://openalex.org/W7163548069","https://openalex.org/W4409746953","https://openalex.org/W4313419720","https://openalex.org/W4401483155","https://openalex.org/W4400887012"],"abstract_inverted_index":{"Diabetes":[0,46],"mellitus":[1],"(DM),":[2],"commonly":[3],"known":[4],"as":[5],"diabetes,":[6],"is":[7,36,47,81],"a":[8,88],"collection":[9],"of":[10,22,77,122,175],"metabolic":[11],"illnesses":[12],"characterized":[13],"by":[14,49,54,62],"persistently":[15],"high":[16],"blood":[17,24],"sugar":[18,25],"levels.":[19],"The":[20,75,104,120,177],"signs":[21],"elevated":[23],"include":[26],"increased":[27,32],"hunger,":[28],"frequent":[29],"urination,":[30],"and":[31,95,110,143,191],"thirst.":[33],"If":[34],"DM":[35],"not":[37],"treated":[38],"properly,":[39],"it":[40],"may":[41],"lead":[42],"to":[43,82,86],"several":[44],"complications.":[45],"caused":[48],"either":[50],"insufficient":[51,59],"insulin":[52,60],"production":[53],"the":[55,63,97,150,157,163,172,196],"pancreas":[56],"or":[57],"an":[58],"response":[61],"body\u2019s":[64],"cells.":[65],"Every":[66],"year,":[67],"1.6":[68],"million":[69],"individuals":[70],"die":[71],"from":[72],"this":[73,78,118],"disease.":[74],"objective":[76],"research":[79],"work":[80],"use":[83],"relevant":[84],"features":[85],"construct":[87],"blended":[89],"ensemble":[90,179],"learning":[91,125,180],"(EL)-based":[92],"forecasting":[93],"system":[94],"find":[96],"optimal":[98],"classifier":[99],"for":[100],"comparing":[101],"clinical":[102],"outputs.":[103],"EL":[105,152,158],"based":[106],"on":[107],"Bayesian":[108],"networks":[109],"radial":[111],"basis":[112],"functions":[113],"has":[114],"been":[115],"proposed":[116,151,178],"in":[117,167,184,187,194],"article.":[119],"performances":[121],"five":[123],"machine":[124,138],"(ML)":[126],"techniques,":[127],"namely,":[128],"logistic":[129],"regression":[130],"(LR),":[131],"decision":[132],"tree":[133],"(DT)":[134],"classifier,":[135],"support":[136],"vector":[137],"(SVM),":[139],"K-nearest":[140],"neighbors":[141],"(KNN),":[142],"random":[144],"forest":[145],"(RF),":[146],"are":[147],"compared":[148],"with":[149,171],"technique.":[153],"Experiments":[154],"reveal":[155],"that":[156],"method":[159],"performs":[160],"better":[161],"than":[162],"existing":[164],"ML":[165],"approaches":[166],"predicting":[168],"diabetic":[169],"illness,":[170],"remarkable":[173],"accuracy":[174],"97.11%.":[176],"could":[181],"be":[182],"useful":[183],"assisting":[185,192],"specialists":[186],"accurately":[188],"diagnosing":[189],"diabetes":[190],"patients":[193],"receiving":[195],"appropriate":[197],"therapy.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":28},{"year":2022,"cited_by_count":9}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2022-07-16T00:00:00"}
