{"id":"https://openalex.org/W4391547627","doi":"https://doi.org/10.1109/jbhi.2024.3356580","title":"DeepHealthNet: Adolescent Obesity Prediction System Based on a Deep Learning Framework","display_name":"DeepHealthNet: Adolescent Obesity Prediction System Based on a Deep Learning Framework","publication_year":2024,"publication_date":"2024-02-05","ids":{"openalex":"https://openalex.org/W4391547627","doi":"https://doi.org/10.1109/jbhi.2024.3356580","pmid":"https://pubmed.ncbi.nlm.nih.gov/38315595"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2024.3356580","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3356580","pdf_url":"https://ieeexplore.ieee.org/ielx7/6221020/6363502/10420435.pdf","source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/6221020/6363502/10420435.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068775765","display_name":"Ji-Hoon Jeong","orcid":"https://orcid.org/0000-0001-6940-2700"},"institutions":[{"id":"https://openalex.org/I163753206","display_name":"Chungbuk National University","ror":"https://ror.org/02wnxgj78","country_code":"KR","type":"education","lineage":["https://openalex.org/I163753206"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Ji-Hoon Jeong","raw_affiliation_strings":["Department of Computer Science, Chungbuk National University, Chungbuk, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Chungbuk National University, Chungbuk, Republic of Korea","institution_ids":["https://openalex.org/I163753206"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101452809","display_name":"Ingyu Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I163753206","display_name":"Chungbuk National University","ror":"https://ror.org/02wnxgj78","country_code":"KR","type":"education","lineage":["https://openalex.org/I163753206"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"In-Gyu Lee","raw_affiliation_strings":["Department of Computer Science, Chungbuk National University, Chungbuk, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Chungbuk National University, Chungbuk, Republic of Korea","institution_ids":["https://openalex.org/I163753206"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102710409","display_name":"Sung-Kyung Kim","orcid":"https://orcid.org/0009-0002-1393-6732"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sung-Kyung Kim","raw_affiliation_strings":["Injewelme Corporation, Seoul, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Injewelme Corporation, Seoul, Republic of Korea","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075267855","display_name":"Tae\u2010Eui Kam","orcid":"https://orcid.org/0000-0002-6677-7176"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Tae-Eui Kam","raw_affiliation_strings":["Department of Artificial Intelligence, Korea University, Seoul, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Korea University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011014617","display_name":"Seong\u2010Whan Lee","orcid":"https://orcid.org/0000-0002-6249-4996"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Seong-Whan Lee","raw_affiliation_strings":["Department of Artificial Intelligence, Korea University, Seoul, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Artificial Intelligence, Korea University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I197347611"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023893869","display_name":"Euijong Lee","orcid":"https://orcid.org/0000-0002-7308-7392"},"institutions":[{"id":"https://openalex.org/I163753206","display_name":"Chungbuk National University","ror":"https://ror.org/02wnxgj78","country_code":"KR","type":"education","lineage":["https://openalex.org/I163753206"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Euijong Lee","raw_affiliation_strings":["Department of Computer Science, Chungbuk National University, Chungbuk, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Chungbuk National University, Chungbuk, Republic of Korea","institution_ids":["https://openalex.org/I163753206"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5068775765"],"corresponding_institution_ids":["https://openalex.org/I163753206"],"apc_list":null,"apc_paid":null,"fwci":20.7232,"has_fulltext":true,"cited_by_count":39,"citation_normalized_percentile":{"value":0.99672863,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"28","issue":"4","first_page":"2282","last_page":"2293"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10010","display_name":"Obesity, Physical Activity, Diet","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T10010","display_name":"Obesity, Physical Activity, Diet","score":0.9793999791145325,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9768000245094299,"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/T10866","display_name":"Nutritional Studies and Diet","score":0.9641000032424927,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"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/obesity","display_name":"Obesity","score":0.6421973705291748},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6117779612541199},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6091145873069763},{"id":"https://openalex.org/keywords/waist","display_name":"Waist","score":0.6067250967025757},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5767989754676819},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5445175766944885},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4908614754676819},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.3531164228916168},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.0866318941116333}],"concepts":[{"id":"https://openalex.org/C511355011","wikidata":"https://www.wikidata.org/wiki/Q12174","display_name":"Obesity","level":2,"score":0.6421973705291748},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6117779612541199},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6091145873069763},{"id":"https://openalex.org/C2776193436","wikidata":"https://www.wikidata.org/wiki/Q236232","display_name":"Waist","level":3,"score":0.6067250967025757},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5767989754676819},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5445175766944885},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4908614754676819},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3531164228916168},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0866318941116333},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2024.3356580","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3356580","pdf_url":"https://ieeexplore.ieee.org/ielx7/6221020/6363502/10420435.pdf","source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:38315595","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38315595","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":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.1109/jbhi.2024.3356580","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jbhi.2024.3356580","pdf_url":"https://ieeexplore.ieee.org/ielx7/6221020/6363502/10420435.pdf","source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6899999976158142}],"awards":[{"id":"https://openalex.org/G3034753964","display_name":null,"funder_award_id":"grant","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"},{"id":"https://openalex.org/G342704958","display_name":null,"funder_award_id":"funded","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G4975906341","display_name":null,"funder_award_id":"RS-2023-00252624","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G7238387873","display_name":null,"funder_award_id":"BK21 program","funder_id":"https://openalex.org/F4320321203","funder_display_name":"Chungbuk National University"},{"id":"https://openalex.org/G885821260","display_name":null,"funder_award_id":"BK21 program","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321203","display_name":"Chungbuk National University","ror":"https://ror.org/02wnxgj78"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391547627.pdf","grobid_xml":"https://content.openalex.org/works/W4391547627.grobid-xml"},"referenced_works_count":59,"referenced_works":["https://openalex.org/W1964940342","https://openalex.org/W1966782702","https://openalex.org/W2008056655","https://openalex.org/W2010987536","https://openalex.org/W2064675550","https://openalex.org/W2079180919","https://openalex.org/W2095411731","https://openalex.org/W2098741000","https://openalex.org/W2135375808","https://openalex.org/W2148143831","https://openalex.org/W2158698691","https://openalex.org/W2266306456","https://openalex.org/W2566849112","https://openalex.org/W2734652954","https://openalex.org/W2762689525","https://openalex.org/W2771228328","https://openalex.org/W2782223840","https://openalex.org/W2789722850","https://openalex.org/W2883271696","https://openalex.org/W2895763047","https://openalex.org/W2911964244","https://openalex.org/W2938949242","https://openalex.org/W2940299115","https://openalex.org/W2953941194","https://openalex.org/W2997194371","https://openalex.org/W2998747857","https://openalex.org/W3007189429","https://openalex.org/W3011068798","https://openalex.org/W3012521722","https://openalex.org/W3018662283","https://openalex.org/W3035865306","https://openalex.org/W3122512728","https://openalex.org/W3135772869","https://openalex.org/W3154320592","https://openalex.org/W3167024718","https://openalex.org/W3194280519","https://openalex.org/W3207435308","https://openalex.org/W3212535881","https://openalex.org/W4220703596","https://openalex.org/W4220774940","https://openalex.org/W4226479556","https://openalex.org/W4229508619","https://openalex.org/W4236012099","https://openalex.org/W4287643567","https://openalex.org/W4295832029","https://openalex.org/W4298699915","https://openalex.org/W4306168172","https://openalex.org/W4306729455","https://openalex.org/W4312349588","https://openalex.org/W4313555233","https://openalex.org/W4313898539","https://openalex.org/W4315928092","https://openalex.org/W4360993949","https://openalex.org/W4386351501","https://openalex.org/W6602002561","https://openalex.org/W6738373677","https://openalex.org/W6751420435","https://openalex.org/W6841663100","https://openalex.org/W6856276680"],"related_works":["https://openalex.org/W2376494475","https://openalex.org/W1991965293","https://openalex.org/W3203496442","https://openalex.org/W2110332595","https://openalex.org/W2016457277","https://openalex.org/W2521243952","https://openalex.org/W2253220613","https://openalex.org/W2057501204","https://openalex.org/W3011015268","https://openalex.org/W4380075502"],"abstract_inverted_index":{"The":[0,216],"global":[1],"prevalence":[2],"of":[3,49,54,65,165,180,185,198],"childhood":[4,225],"and":[5,19,38,52,68,84,121,173,182,226],"adolescent":[6,113,227],"obesity":[7,36,66,114,167],"is":[8],"a":[9,30],"major":[10],"concern":[11],"due":[12],"to":[13,33,42,189,211,222],"its":[14],"association":[15],"with":[16],"chronic":[17],"diseases":[18],"long-term":[20],"health":[21,56,87,97,127,146],"risks.":[22],"Artificial":[23],"intelligence":[24],"technology":[25],"has":[26,219],"been":[27],"identified":[28],"as":[29,74],"potential":[31,221],"solution":[32],"accurately":[34],"predict":[35],"rates":[37,67],"provide":[39,69,190],"personalized":[40,70,119],"feedback":[41],"adolescents.":[43],"This":[44],"study":[45,159],"highlights":[46],"the":[47,63,137,158,163,166,178,183,186,196,199,212,220],"importance":[48],"early":[50],"identification":[51,179],"prevention":[53],"obesity-related":[55],"issues.":[57],"To":[58],"develop":[59],"effective":[60],"algorithms":[61],"for":[62],"prediction":[64,115,153,164],"feedback,":[71],"factors":[72],"such":[73],"height,":[75],"weight,":[76],"waist":[77],"circumference,":[78],"calorie":[79],"intake,":[80],"physical":[81],"activity":[82],"levels,":[83],"other":[85,213],"relevant":[86],"information":[88],"must":[89],"be":[90],"taken":[91],"into":[92],"account.":[93],"Therefore,":[94],"by":[95],"collecting":[96],"datasets":[98],"from":[99],"321":[100],"adolescents":[101],"who":[102],"participated":[103],"in":[104,124,151,162],"Would":[105],"You":[106],"Do":[107],"It!":[108],"application,":[109],"we":[110],"proposed":[111,130,200,217],"an":[112],"system":[116,218],"that":[117,195],"provides":[118],"predictions":[120],"assists":[122],"individuals":[123],"making":[125],"informed":[126],"decisions.":[128],"Our":[129],"deep":[131,201],"learning":[132,202],"framework,":[133],"DeepHealthNet,":[134],"effectively":[135,223],"trains":[136],"model":[138],"using":[139],"data":[140,147],"augmentation":[141],"techniques,":[142],"even":[143],"when":[144],"daily":[145],"are":[148],"limited,":[149],"resulting":[150],"improved":[152],"accuracy":[154],"(acc:":[155,171,175],"0.8842).":[156],"Additionally,":[157],"revealed":[160,194],"variations":[161],"rate":[168],"between":[169],"boys":[170],"0.9320)":[172],"girls":[174],"0.9163),":[176],"allowing":[177],"disparities":[181],"determination":[184],"optimal":[187],"time":[188],"feedback.":[191],"Statistical":[192],"analysis":[193],"performance":[197],"framework":[203],"was":[204],"more":[205],"statistically":[206],"significant":[207],"(p":[208],"0.001)":[209],"compared":[210],"general":[214],"models.":[215],"address":[224],"obesity.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":30},{"year":2024,"cited_by_count":6}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
