{"id":"https://openalex.org/W4399690010","doi":"https://doi.org/10.2337/db24-1003-p","title":"1003-P: A New Machine-Learning Model and Expanded Dataset for a Noninvasive BGM","display_name":"1003-P: A New Machine-Learning Model and Expanded Dataset for a Noninvasive BGM","publication_year":2024,"publication_date":"2024-06-14","ids":{"openalex":"https://openalex.org/W4399690010","doi":"https://doi.org/10.2337/db24-1003-p"},"language":"en","primary_location":{"id":"doi:10.2337/db24-1003-p","doi":"https://doi.org/10.2337/db24-1003-p","is_oa":false,"landing_page_url":"https://doi.org/10.2337/db24-1003-p","pdf_url":null,"source":{"id":"https://openalex.org/S129060628","display_name":"Diabetes","issn_l":"0012-1797","issn":["0012-1797","1939-327X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320274","host_organization_name":"American Diabetes Association","host_organization_lineage":["https://openalex.org/P4310320274"],"host_organization_lineage_names":["American Diabetes Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diabetes","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5026639653","display_name":"Dominic Klyve","orcid":"https://orcid.org/0000-0002-4424-3130","observed_orcids":["https://orcid.org/0000-0002-4424-3130"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"DOMINIC KLYVE","raw_affiliation_strings":["Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"JAMES H. ANDERSON","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"JAMES H. ANDERSON","raw_affiliation_strings":["Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109911879","display_name":"Kaptain Currie","orcid":"https://orcid.org/0000-0003-4350-6338","observed_orcids":["https://orcid.org/0000-0003-4350-6338"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"KAPTAIN CURRIE","raw_affiliation_strings":["Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111230058","display_name":"CONNOR BUI","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"CONNOR BUI","raw_affiliation_strings":["Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037489511","display_name":"Fazle Karim","orcid":"https://orcid.org/0000-0002-7998-8546","observed_orcids":["https://orcid.org/0000-0002-7998-8546"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"FAZLE KARIM","raw_affiliation_strings":["Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084645609","display_name":"Virend Kristen Somers","orcid":"https://orcid.org/0000-0003-4045-4341","observed_orcids":["https://orcid.org/0000-0003-4045-4341"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"VIREND K. SOMERS","raw_affiliation_strings":["Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ellensburg, WA, Houston, TX, Seattle, WA, Rochester, MN","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2764,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.55016092,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":"73","issue":"Supplement_1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10560","display_name":"Diabetes Management and Research","score":0.4722000062465668,"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":0.4722000062465668,"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/T11196","display_name":"Non-Invasive Vital Sign Monitoring","score":0.3073999881744385,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11778","display_name":"Electrical and Bioimpedance Tomography","score":0.023499999195337296,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/non-invasive-glucose-monitoring","display_name":"non-invasive glucose monitoring","score":0.9309999942779541},{"id":"https://openalex.org/keywords/continuous-glucose-monitoring","display_name":"continuous glucose monitoring","score":0.8560000061988831},{"id":"https://openalex.org/keywords/rf-sensing","display_name":"radio frequency sensing","score":0.6980000138282776},{"id":"https://openalex.org/keywords/catboost","display_name":"CatBoost","score":0.871999979019165},{"id":"https://openalex.org/keywords/prediabetes","display_name":"prediabetes","score":0.7009999752044678},{"id":"https://openalex.org/keywords/type-2-diabetes","display_name":"type 2 diabetes","score":1.0},{"id":"https://openalex.org/keywords/oral-glucose-tolerance-test","display_name":"oral glucose tolerance test","score":0.9570000171661377}],"concepts":[{"id":"https://openalex.org/C2779668308","wikidata":"https://www.wikidata.org/wiki/Q2087205","display_name":"Prediabetes","level":4,"score":0.8261649012565613},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6290919184684753},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.5603219270706177},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5446096062660217},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.5144710540771484},{"id":"https://openalex.org/C2777180221","wikidata":"https://www.wikidata.org/wiki/Q3025883","display_name":"Type 2 diabetes","level":3,"score":0.4702005982398987},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4623381495475769},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4429892301559448},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43792539834976196},{"id":"https://openalex.org/C194828623","wikidata":"https://www.wikidata.org/wiki/Q2861470","display_name":"Emergency medicine","level":1,"score":0.3488873243331909},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2337/db24-1003-p","doi":"https://doi.org/10.2337/db24-1003-p","is_oa":false,"landing_page_url":"https://doi.org/10.2337/db24-1003-p","pdf_url":null,"source":{"id":"https://openalex.org/S129060628","display_name":"Diabetes","issn_l":"0012-1797","issn":["0012-1797","1939-327X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-a","doyens","jufo-3","ki-jl-3","medline","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320274","host_organization_name":"American Diabetes Association","host_organization_lineage":["https://openalex.org/P4310320274"],"host_organization_lineage_names":["American Diabetes Association"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Diabetes","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9537000060081482,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4396727656","https://openalex.org/W4398185740","https://openalex.org/W4399310882","https://openalex.org/W7124983515","https://openalex.org/W4379377751","https://openalex.org/W4385257372","https://openalex.org/W4400183740","https://openalex.org/W4410521471","https://openalex.org/W7037248400","https://openalex.org/W2949271166"],"abstract_inverted_index":{"Introduction:":[0],"Continuous":[1],"glucose":[2,48],"monitoring":[3,50],"(CGM)":[4],"is":[5,13],"essential":[6],"in":[7,51,179,185],"diabetes":[8,58],"management,":[9],"but":[10],"global":[11],"adoption":[12],"hindered":[14],"due":[15],"to":[16,119,130,194],"economic":[17],"costs":[18],"and":[19,24,32,55,135,168,217,236,287],"discomfort.":[20],"A":[21,182],"non-invasive,":[22],"cost-effective,":[23],"accurate":[25],"CGM":[26],"would":[27],"support":[28],"the":[29,38,103,157,204,214],"patient":[30],"population":[31,216],"increase":[33],"adoption.":[34],"This":[35,126],"study":[36],"evaluates":[37],"accuracy":[39],"of":[40,116,152,176,207,272,281],"a":[41,63,67,98,106,123,131,136,186],"multi-frequency":[42],"RF":[43,104,199],"sensor":[44,68,200],"for":[45,203],"non-invasive":[46,205],"blood":[47,61,93],"(BG)":[49],"people":[52],"with":[53],"prediabetes":[54],"Type":[56],"2":[57],"using":[59,97],"venous":[60,92],"as":[62,122],"reference.":[64],"Methods:":[65],"Using":[66,102],"that":[69],"records":[70],"data":[71,195],"from":[72],"several":[73],"thousand":[74],"radio":[75],"frequencies":[76],"(RF),":[77],"participants\u2019":[78],"forearms":[79],"were":[80,95],"scanned":[81],"during":[82],"an":[83,149],"Oral":[84],"Glucose":[85],"Tolerance":[86],"Test.":[87],"From":[88],"22":[89],"participants,":[90],"1,430":[91],"samples":[94],"collected":[96,196],"peripheral":[99],"intravenous":[100],"catheter.":[101],"data,":[105],"CatBoost":[107,146],"machine":[108],"learning":[109],"(ML)":[110],"model":[111,127,147,219],"was":[112,128,142],"built":[113],"on":[114,156,163],"80%":[115],"these":[117],"values":[118],"estimate":[120],"BG":[121],"dependent":[124],"variable.":[125],"applied":[129,193],"held-out":[132],"test":[133,158],"dataset":[134],"Mean":[137],"Absolute":[138],"Relative":[139],"Difference":[140],"(MARD)":[141],"calculated.":[143],"Results:":[144],"The":[145,190],"returned":[148],"overall":[150],"MARD":[151],"11.8%":[153],"\u00b1":[154,166,171],"1.5%":[155],"dataset.":[159],"It":[160],"performed":[161],"similarly":[162],"normoglycemic":[164],"(12.1%":[165],"1.8%)":[167],"hyperglycemic":[169],"(11.0%":[170],"2.3%)":[172],"ranges.":[173],"Notably,":[174],"100%":[175],"predictions":[177],"fell":[178],"Risk":[180],"Grade":[181],"or":[183],"B":[184],"SEG":[187],"analysis.":[188],"Conclusion:":[189],"ML":[191],"techniques":[192],"by":[197],"this":[198],"hold":[201],"promise":[202],"measurement":[206],"BG.":[208],"Ongoing":[209],"studies":[210],"will":[211],"include":[212],"expanding":[213],"participant":[215],"continuing":[218],"refinement.":[220],"Disclosure":[221],"D.":[222],"Klyve:":[223],"Consultant;":[224,265,284],"Know":[225,239,251,256,261,266],"Labs,":[226],"Inc.,":[227],"Zetroz,":[228],"Inc.":[229,241],"J.H.":[230],"Anderson:":[231],"Other":[232,274,292],"Relationship;":[233,275,293],"Eli":[234,285],"Lilly":[235,286],"Company.":[237,288],"Employee;":[238,245,250,255,260,289],"Labs":[240],"Board":[242],"Member;":[243],"Vocare.":[244],"PTS":[246],"Diagnostics.":[247],"K.":[248],"Currie:":[249],"Labs.":[252,257,262,267],"C.":[253],"Bui:":[254],"F.":[258],"Karim:":[259],"V.K.":[263],"Somers:":[264],"Research":[268,295],"Support;":[269,296],"National":[270],"Institutes":[271],"Health.":[273],"American":[276,279],"Heart":[277],"Association,":[278],"Society":[280],"Preventive":[282],"Cardiology.":[283],"Mayo":[290],"Clinic.":[291],"Medtronic.":[294],"Cambridge":[297],"Medical.":[298]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-09-27T08:07:27.782135","created_date":"2024-06-15T00:00:00"}
