{"id":"https://openalex.org/W4281844992","doi":"https://doi.org/10.2337/db22-1061-p","title":"1061-P: Need for Insulin Therapy in Gestational Diabetes Mellitus: A Predictive Model Assessment","display_name":"1061-P: Need for Insulin Therapy in Gestational Diabetes Mellitus: A Predictive Model Assessment","publication_year":2022,"publication_date":"2022-05-31","ids":{"openalex":"https://openalex.org/W4281844992","doi":"https://doi.org/10.2337/db22-1061-p"},"language":"en","primary_location":{"id":"doi:10.2337/db22-1061-p","doi":"https://doi.org/10.2337/db22-1061-p","is_oa":false,"landing_page_url":"https://doi.org/10.2337/db22-1061-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/A5061744685","display_name":"Mariangela Caporusso","orcid":"https://orcid.org/0009-0008-7331-3936","observed_orcids":["https://orcid.org/0009-0008-7331-3936"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"MARIANGELA CAPORUSSO","raw_affiliation_strings":["Rome, Italy, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rome, Italy, Bari, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086387760","display_name":"LUDOVICO DI GIOIA","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"LUDOVICO DI GIOIA","raw_affiliation_strings":["Rome, Italy, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rome, Italy, Bari, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035542322","display_name":"Gian Pio Sorice","orcid":"https://orcid.org/0000-0001-9489-1534","observed_orcids":["https://orcid.org/0000-0001-9489-1534"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"GIAN PIO SORICE","raw_affiliation_strings":["Rome, Italy, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rome, Italy, Bari, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010465088","display_name":"Angelo Cignarelli","orcid":"https://orcid.org/0000-0001-6477-9031","observed_orcids":["https://orcid.org/0000-0001-6477-9031"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"ANGELO CIGNARELLI","raw_affiliation_strings":["Rome, Italy, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rome, Italy, Bari, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021200845","display_name":"Annalisa Natalicchio","orcid":"https://orcid.org/0000-0002-6131-7517","observed_orcids":["https://orcid.org/0000-0002-6131-7517"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"ANNALISA NATALICCHIO","raw_affiliation_strings":["Rome, Italy, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rome, Italy, Bari, Italy","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064872622","display_name":"Francesco Giorgino","orcid":"https://orcid.org/0000-0001-7372-2678","observed_orcids":["https://orcid.org/0000-0001-7372-2678"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"FRANCESCO GIORGINO","raw_affiliation_strings":["Rome, Italy, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rome, Italy, Bari, Italy","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044192981","display_name":"LUIGI LAVIOLA","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"LUIGI LAVIOLA","raw_affiliation_strings":["Rome, Italy, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rome, Italy, Bari, Italy","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2267,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.45355077,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":93},"biblio":{"volume":"71","issue":"Supplement_1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10673","display_name":"Gestational Diabetes Research and Management","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"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/T10673","display_name":"Gestational Diabetes Research and Management","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2729","display_name":"Obstetrics and Gynecology"},"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":0.0,"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/T10027","display_name":"Diabetes, Cardiovascular Risks, and Lipoproteins","score":0.0,"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/gestational-diabetes-mellitus","display_name":"gestational diabetes mellitus","score":0.9990000128746033},{"id":"https://openalex.org/keywords/insulin-therapy","display_name":"insulin therapy","score":0.9300000071525574},{"id":"https://openalex.org/keywords/risk-prediction-model","display_name":"risk prediction model","score":0.7649999856948853},{"id":"https://openalex.org/keywords/risk-score","display_name":"risk score","score":0.9020000100135803},{"id":"https://openalex.org/keywords/nutritional-therapy","display_name":"nutritional therapy","score":0.5669999718666077},{"id":"https://openalex.org/keywords/oral-glucose-tolerance-test","display_name":"oral glucose tolerance test","score":0.7020000219345093},{"id":"https://openalex.org/keywords/fasting-serum-glucose","display_name":"fasting serum glucose","score":0.7390000224113464},{"id":"https://openalex.org/keywords/hba1c","display_name":"HbA1c","score":0.925000011920929},{"id":"https://openalex.org/keywords/body-mass-index","display_name":"body mass index","score":0.878000020980835},{"id":"https://openalex.org/keywords/risk-stratification","display_name":"risk stratification","score":0.6380000114440918},{"id":"https://openalex.org/keywords/pregnancy-monitoring","display_name":"pregnancy monitoring","score":0.48500001430511475},{"id":"https://openalex.org/keywords/roc-curve","display_name":"ROC curve","score":0.37700000405311584},{"id":"https://openalex.org/keywords/area-under-the-curve","display_name":"area under the curve","score":0.5730000138282776},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"logistic regression","score":0.3869999945163727}],"concepts":[{"id":"https://openalex.org/C2779434492","wikidata":"https://www.wikidata.org/wiki/Q126691","display_name":"Gestational diabetes","level":4,"score":0.8453272581100464},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8205548524856567},{"id":"https://openalex.org/C2779306644","wikidata":"https://www.wikidata.org/wiki/Q2002370","display_name":"Insulin","level":2,"score":0.6907790899276733},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6687545776367188},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.5254758596420288},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.5052500367164612},{"id":"https://openalex.org/C72563966","wikidata":"https://www.wikidata.org/wiki/Q1303415","display_name":"Cohort","level":2,"score":0.4952808916568756},{"id":"https://openalex.org/C76318530","wikidata":"https://www.wikidata.org/wiki/Q16833590","display_name":"Area under the curve","level":2,"score":0.485718309879303},{"id":"https://openalex.org/C2779234561","wikidata":"https://www.wikidata.org/wiki/Q11995","display_name":"Pregnancy","level":2,"score":0.46836817264556885},{"id":"https://openalex.org/C2780221984","wikidata":"https://www.wikidata.org/wiki/Q131191","display_name":"Body mass index","level":2,"score":0.454553484916687},{"id":"https://openalex.org/C201903717","wikidata":"https://www.wikidata.org/wiki/Q1778788","display_name":"Cohort study","level":2,"score":0.43231263756752014},{"id":"https://openalex.org/C156957248","wikidata":"https://www.wikidata.org/wiki/Q1862216","display_name":"Odds ratio","level":2,"score":0.42157530784606934},{"id":"https://openalex.org/C131872663","wikidata":"https://www.wikidata.org/wiki/Q5284418","display_name":"Obstetrics","level":1,"score":0.3794668912887573},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.3532094359397888},{"id":"https://openalex.org/C46973012","wikidata":"https://www.wikidata.org/wiki/Q28627","display_name":"Gestation","level":3,"score":0.2565115690231323},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2337/db22-1061-p","doi":"https://doi.org/10.2337/db22-1061-p","is_oa":false,"landing_page_url":"https://doi.org/10.2337/db22-1061-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":1.0,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3203744174","https://openalex.org/W4220660540","https://openalex.org/W4383911733","https://openalex.org/W2782339133","https://openalex.org/W4386224164","https://openalex.org/W2529518893","https://openalex.org/W2462702902","https://openalex.org/W7142129957","https://openalex.org/W2121088890","https://openalex.org/W3170630940"],"abstract_inverted_index":{"A":[0],"significant":[1,102,126],"portion":[2],"of":[3,30,65,149,174,190,207,255],"pregnant":[4],"women":[5,34,46],"with":[6,35,47,73,147,203],"Gestational":[7],"Diabetes":[8,313,327],"Mellitus":[9],"(GDM)":[10],"eventually":[11],"requires":[12],"insulin":[13,31,52,74,106,130,175,243],"therapy,":[14,53,75],"thus":[15],"necessitating":[16],"closer":[17,250],"monitoring.":[18],"In":[19,37],"this":[20],"study,":[21,41],"we":[22],"assessed":[23],"a":[24,38,142,213,222],"predictive":[25,192,215],"model":[26,193],"for":[27,85,104,128,172,186,242],"the":[28,134,139,182,187,191,235,240],"need":[29,173,241],"therapy":[32,57,176,244,256],"in":[33,67,212,245,257],"GDM.":[36],"retrospective":[39],"cohort":[40,206],"baseline":[42],"data":[43,233],"from":[44],"246":[45],"GDM":[48,66,71,121,209,246],"(43%":[49],"on":[50,55,227],"subsequent":[51,105,129],"57%":[54],"nutritional":[56],"alone)":[58],"were":[59,99,123],"analyzed":[60],"using":[61],"logistic":[62,140],"regression.":[63],"Diagnosis":[64],"previous":[68,70,76],"pregnancies,":[69],"managed":[72],"maternal":[77,109],"impaired":[78],"fasting":[79,81,113],"glucose,":[80,115],"serum":[82,114],"glucose":[83,96],"diagnostic":[84,91],"GDM,":[86],"and":[87,89,117,163,231,252,268,276],"0h":[88],"2h":[90],"values":[92],"at":[93,120,234,259],"75-g":[94],"oral":[95],"tolerance":[97],"test":[98],"independent":[100,124,205],"qualitative":[101],"predictors":[103,127],"therapy.":[107,131],"Pre-conceptional":[108],"body":[110],"mass":[111],"index,":[112],"HbA1c":[116],"gestational":[118],"age":[119],"diagnosis":[122],"quantitative":[125],"According":[132],"to":[133,249],"odds":[135],"ratios":[136],"produced":[137],"by":[138],"regression,":[141],"risk":[143,170,197,224],"score":[144,225],"was":[145,194,200],"developed,":[146],"identification":[148],"low":[150],"(score":[151,157,165],"<10,":[152],"p":[153,160,167],"<0.001)":[154],",":[155],"moderate":[156],"\u2265and":[158],"<14,":[159],"=":[161,218],"0.052)":[162],"high":[164],"\u226514,":[166],"<":[168],"0.001)":[169],"categories":[171],"during":[177],"pregnancy.":[178],"The":[179,196],"area":[180],"under":[181],"ROC":[183],"curve":[184],"(AUC)":[185],"internal":[188],"validation":[189],"0.724.":[195],"assessment":[198],"tool":[199],"then":[201],"validated":[202],"an":[204],"22":[208],"women,":[210,247],"resulting":[211],"similar":[214],"power":[216],"(AUC":[217],"0.744)":[219],".":[220],"Thus,":[221],"simple":[223],"based":[226],"easily":[228],"available":[229],"clinical":[230],"biochemical":[232],"first":[236],"visit":[237],"can":[238],"predict":[239],"leading":[248],"monitoring":[251],"timely":[253],"initiation":[254],"pregnancies":[258],"higher":[260],"risk.":[261],"Disclosure":[262],"M.Caporusso:":[263],"Other":[264,272,288],"Relationship;":[265,273,289],"Eli":[266,274],"Lilly":[267,275,291,305,310,322],"Company.":[269],"L.Di":[270],"gioia:":[271],"Company,":[277],"Menarini":[278,333],"Group.":[279],"G.Sorice:":[280],"None.":[281,283],"A.Cignarelli:":[282],"A.Natalicchio:":[284],"Consultant;":[285,304],"Novo":[286,302,324],"Nordisk,":[287,303,325],"AstraZeneca,":[290,297],"Diabetes,":[292,306,311,323,336],"Sanofi.":[293],"F.Giorgino:":[294],"Advisory":[295,320],"Panel;":[296,321],"Boehringer":[298],"Ingelheim":[299],"International":[300],"GmbH,":[301],"Sanofi,":[307,329],"Research":[308],"Support;":[309],"Roche":[312,326],"Care,":[314,328],"Takeda":[315],"Pharmaceutical":[316],"Company":[317],"Limited.":[318],"L.Laviola:":[319],"Speaker's":[330],"Bureau;":[331],"A.":[332],"Diagnostics,":[334],"Abbott":[335],"Medtronic,":[337],"Terumo":[338],"Corporation.":[339]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2022-06-13T00:00:00"}
