{"id":"https://openalex.org/W2808948414","doi":"https://doi.org/10.2337/db18-248-or","title":"Enabling Data-Driven Decision Making for Personalized Care in Type 2 Diabetes with Clinical and Lifestyle Journey Data Using a Digital Therapeutic","display_name":"Enabling Data-Driven Decision Making for Personalized Care in Type 2 Diabetes with Clinical and Lifestyle Journey Data Using a Digital Therapeutic","publication_year":2018,"publication_date":"2018-06-22","ids":{"openalex":"https://openalex.org/W2808948414","doi":"https://doi.org/10.2337/db18-248-or","mag":"2808948414"},"language":"en","primary_location":{"id":"doi:10.2337/db18-248-or","doi":"https://doi.org/10.2337/db18-248-or","is_oa":false,"landing_page_url":"https://doi.org/10.2337/db18-248-or","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","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/A5049876759","display_name":"Rajeev Chawla","orcid":"https://orcid.org/0000-0003-2744-5723","observed_orcids":["https://orcid.org/0000-0003-2744-5723"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"RAJEEV CHAWLA","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067174928","display_name":"Maaz Shaikh","orcid":"https://orcid.org/0000-0002-5466-5708","observed_orcids":["https://orcid.org/0000-0002-5466-5708"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"MAAZ SHAIKH","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006765148","display_name":"Abhishek Shah","orcid":"https://orcid.org/0000-0002-2370-8023","observed_orcids":["https://orcid.org/0000-0002-2370-8023"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"ABHISHEK SHAH","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019655386","display_name":"BANSHI D. SABOO","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"BANSHI D. SABOO","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113907786","display_name":"Brij Mohan Makkar","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"BRIJ M. MAKKAR","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000810103","display_name":"Jothydev Kesavadev","orcid":"https://orcid.org/0000-0001-6522-6391","observed_orcids":["https://orcid.org/0000-0001-6522-6391"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"JOTHYDEV KESAVADEV","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065444156","display_name":"Shilpa Joshi","orcid":"https://orcid.org/0000-0003-3445-9357","observed_orcids":["https://orcid.org/0000-0003-3445-9357"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"SHILPA JOSHI","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040058009","display_name":"Neeta Deshpande","orcid":"https://orcid.org/0000-0002-0529-439X","observed_orcids":["https://orcid.org/0000-0002-0529-439X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"NEETA DESHPANDE","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113844761","display_name":"Sanjay S. Agarwal","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"SANJAY AGARWAL","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003142384","display_name":"Anuj Maheshwari","orcid":"https://orcid.org/0009-0002-0091-6847","observed_orcids":["https://orcid.org/0009-0002-0091-6847"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"ANUJ MAHESHWARI","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081657937","display_name":"Aravind Sosale","orcid":"https://orcid.org/0000-0001-7631-8777","observed_orcids":["https://orcid.org/0000-0001-7631-8777"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"ARAVIND R. SOSALE","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109109636","display_name":"SV Madhu","orcid":"https://orcid.org/0009-0006-6772-6270","observed_orcids":["https://orcid.org/0009-0006-6772-6270"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"SV MADHU","raw_affiliation_strings":["New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"New Delhi, India, Mumbai, India, Ahmedabad, India, Delhi, India, Trivandrum, India, Belgaum, India, Pune, India, Lucknow, India, Bangalore, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08783931,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"67","issue":"Supplement_1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9839000105857849,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9839000105857849,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"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/T11519","display_name":"Digital Mental Health Interventions","score":0.007000000216066837,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10793","display_name":"Diabetes Management and Education","score":0.003599999938160181,"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/type-2-diabetes","display_name":"type 2 diabetes","score":1.0},{"id":"https://openalex.org/keywords/digital-therapeutics","display_name":"digital therapeutics","score":0.8199999928474426},{"id":"https://openalex.org/keywords/mobile-application","display_name":"mobile application","score":0.597000002861023},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.6000000238418579},{"id":"https://openalex.org/keywords/persuasive-technology","display_name":"persuasive technology","score":0.8370000123977661},{"id":"https://openalex.org/keywords/nudging","display_name":"nudging","score":0.656000018119812},{"id":"https://openalex.org/keywords/personalized-reminders","display_name":"personalized reminders","score":0.8700000047683716},{"id":"https://openalex.org/keywords/physical-activity-monitoring","display_name":"physical activity monitoring","score":0.8059999942779541},{"id":"https://openalex.org/keywords/blood-glucose-monitoring","display_name":"blood glucose monitoring","score":0.8330000042915344},{"id":"https://openalex.org/keywords/weight-monitoring","display_name":"weight monitoring","score":0.43299999833106995},{"id":"https://openalex.org/keywords/individualized-care","display_name":"individualized care","score":0.7689999938011169},{"id":"https://openalex.org/keywords/lifestyle-modification-program","display_name":"lifestyle modification program","score":0.6179999709129333}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.5934680104255676},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.45810437202453613},{"id":"https://openalex.org/C2777180221","wikidata":"https://www.wikidata.org/wiki/Q3025883","display_name":"Type 2 diabetes","level":3,"score":0.4494554102420807},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.43210646510124207},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4301992654800415},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.40366578102111816},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.3690485656261444},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.2492082715034485},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","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/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2337/db18-248-or","doi":"https://doi.org/10.2337/db18-248-or","is_oa":false,"landing_page_url":"https://doi.org/10.2337/db18-248-or","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3172150791","https://openalex.org/W2809388760","https://openalex.org/W2809619358","https://openalex.org/W4394936465","https://openalex.org/W3176797018","https://openalex.org/W4401194595","https://openalex.org/W7214551669","https://openalex.org/W4410799033","https://openalex.org/W7123355656","https://openalex.org/W2787038658"],"abstract_inverted_index":{"Background:":[0],"Lack":[1],"of":[2,16,41,55,92,130,147,149,167,183,209,226,241],"data":[3,47,115,142,162,199,211,245,255],"on":[4,116,136,186,193,256],"patient":[5,267],"lifestyle":[6,45,75,161,198,244,260],"between":[7,48,251,261],"consultation":[8],"visits":[9,49],"is":[10,64],"a":[11,31,65,144,150,184,206],"major":[12],"limitation":[13],"in":[14,21,53,83],"practice":[15,54],"data-driven":[17,56,273],"clinical":[18,43,159,196,257],"decision":[19],"making":[20],"type":[22],"2":[23],"diabetes":[24],"(T2DM).":[25],"We":[26],"showcase":[27],"Wellthy":[28,59,289,297],"Diabetes":[29,60,93],"(WD),":[30],"digital":[32,66,102],"therapeutic,":[33],"as":[34],"an":[35,70,100],"effective":[36],"tool":[37],"for":[38,78,90,275,279],"the":[39,87,128,137,155,249],"amplification":[40],"patient's":[42],"and":[44,111,121,160,197,223,231,259],"journey":[46,250],"to":[50,105,113,271],"aid":[51],"doctors":[52,270],"decision-making.":[57],"Methods:":[58],"(WD)":[61],"smartphone":[62],"app":[63,98,125],"therapeutic":[67],"that":[68],"delivers":[69],"artificial":[71],"intelligence":[72],"(AI)":[73],"augmented":[74],"modification":[76],"program":[77],"people":[79],"with":[80,86],"T2DM,":[81],"developed":[82],"scientific":[84],"collaboration":[85],"Research":[88,339],"Society":[89],"Study":[91],"India":[94,312,320],"(RSSDI).":[95],"The":[96,124,180,235],"WD":[97,187,238],"uses":[99],"AI-based":[101],"persuasion":[103],"model":[104],"encourage":[106],"users":[107,247],"through":[108,133],"personalized":[109,264],"reminders":[110],"nudges":[112],"self-report":[114],"blood":[117,228],"glucose,":[118],"weight,":[119,230],"meals,":[120,227],"physical":[122,131,169],"activity.":[123],"also":[126],"tracks":[127],"duration":[129,182],"activity":[132,232],"inbuilt":[134],"sensors":[135],"phone.":[138],"This":[139],"study":[140,156],"presents":[141],"from":[143],"cohort":[145],"(N=102)":[146],"completers":[148],"16-week":[151],"program.":[152],"Results:":[153],"During":[154],"121,675":[157],"diabetes-related":[158],"points":[163,200,212],"(including":[164],"112,960":[165],"mins":[166],"sensor-tracked":[168],"activity)":[170],"were":[171,201],"reported":[172,219],"by":[173,246],"102":[174],"participants":[175],"over":[176],"17,052":[177],"person":[178],"days.":[179],"mean":[181,207],"participant":[185,204,218],"was":[188],"167":[189],"days":[190],"during":[191,248],"which,":[192],"average,":[194],"452":[195],"tracked":[202],"per":[203,213],"at":[205],"velocity":[208],"5.6":[210],"day.":[214],"On":[215],"average":[216],"each":[217],"68.8,":[220],"11.4,":[221],"5.1,":[222],"1107.7":[224],"instances":[225],"sugar,":[229],"respectively.":[233],"Conclusion:":[234],"results":[236],"confirm":[237],"amplifies":[239],"self-reporting":[240],"clinically":[242],"relevant":[243],"doctor":[252],"consultations.":[253],"First-hand":[254],"trends":[258],"consultations":[262],"provide":[263],"insight":[265],"into":[266],"behavior":[268],"enabling":[269],"make":[272],"decisions":[274],"personalizing":[276],"evidence-based":[277],"care":[278],"T2DM.":[280],"Disclosure":[281],"R.":[282],"Chawla:":[283],"None.":[284,301,304,357,360,363,366,369,372],"M.":[285],"Shaikh:":[286],"Employee;":[287],"Self;":[288,296,309,317,325,329,333,337,341,345,349,353],"Therapeutics":[290],"Pvt":[291],"Ltd.":[292],"A.":[293,364],"Shah:":[294],"Stock/Shareholder;":[295],"Therapeutics.":[298],"B.D.":[299],"Saboo:":[300],"B.M.":[302],"Makkar:":[303],"J.":[305],"Kesavadev:":[306],"Advisory":[307,323,331,347],"Panel;":[308,324,332,348],"Novo":[310,318],"Nordisk":[311,319],"Private":[313,321],"Limited.":[314,322],"Speaker's":[315,327,335,343,351],"Bureau;":[316,328,336,344,352],"Medtronic.":[326,330],"Sanofi.":[334,338],"Support;":[340],"MSD.":[342,346],"AstraZeneca.":[350,354],"S.":[355,361,370],"Joshi:":[356],"N.":[358],"Deshpande:":[359],"Agarwal:":[362],"Maheshwari:":[365],"A.R.":[367],"Sosale:":[368],"Madhu:":[371]},"counts_by_year":[],"updated_date":"2026-10-01T08:54:57.152042","created_date":"2018-06-29T00:00:00"}