{"id":"https://openalex.org/W4403202201","doi":"https://doi.org/10.3389/fdgth.2024.1466211","title":"Generative AI-based knowledge graphs for the illustration and development of mHealth self-management content","display_name":"Generative AI-based knowledge graphs for the illustration and development of mHealth self-management content","publication_year":2024,"publication_date":"2024-10-07","ids":{"openalex":"https://openalex.org/W4403202201","doi":"https://doi.org/10.3389/fdgth.2024.1466211","pmid":"https://pubmed.ncbi.nlm.nih.gov/39434919"},"language":"en","primary_location":{"id":"doi:10.3389/fdgth.2024.1466211","doi":"https://doi.org/10.3389/fdgth.2024.1466211","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2024.1466211","pdf_url":null,"source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3389/fdgth.2024.1466211","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070093242","display_name":"Marc Blanchard","orcid":"https://orcid.org/0000-0002-4018-9325","observed_orcids":["https://orcid.org/0000-0002-4018-9325"]},"institutions":[{"id":"https://openalex.org/I2802229882","display_name":"Centre Hospitalier Universitaire Vaudois","ror":"https://ror.org/05a353079","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802229882"]},{"id":"https://openalex.org/I97565354","display_name":"University of Lausanne","ror":"https://ror.org/019whta54","country_code":"CH","type":"education","lineage":["https://openalex.org/I97565354"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Marc Blanchard","raw_affiliation_strings":["Department of Rheumatology, University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Rheumatology, University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I2802229882","https://openalex.org/I97565354"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088023314","display_name":"Vincenzo Venerito","orcid":"https://orcid.org/0000-0002-2573-5930","observed_orcids":["https://orcid.org/0000-0002-2573-5930"]},"institutions":[{"id":"https://openalex.org/I5561750","display_name":"University of Bari Aldo Moro","ror":"https://ror.org/027ynra39","country_code":"IT","type":"education","lineage":["https://openalex.org/I5561750"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vincenzo Venerito","raw_affiliation_strings":["Rheumatology Unit, Department of Precision and Regenerative Medicine and Ionian Area (DiMePre-J), University of Bari Aldo Moro, Bari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Rheumatology Unit, Department of Precision and Regenerative Medicine and Ionian Area (DiMePre-J), University of Bari Aldo Moro, Bari, Italy","institution_ids":["https://openalex.org/I5561750"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043728679","display_name":"Pedro Ming Azevedo","orcid":"https://orcid.org/0000-0003-3321-266X","observed_orcids":["https://orcid.org/0000-0003-3321-266X"]},"institutions":[{"id":"https://openalex.org/I2802229882","display_name":"Centre Hospitalier Universitaire Vaudois","ror":"https://ror.org/05a353079","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802229882"]},{"id":"https://openalex.org/I97565354","display_name":"University of Lausanne","ror":"https://ror.org/019whta54","country_code":"CH","type":"education","lineage":["https://openalex.org/I97565354"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Pedro Ming Azevedo","raw_affiliation_strings":["Department of Rheumatology, University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Rheumatology, University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I2802229882","https://openalex.org/I97565354"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006763905","display_name":"Thomas H\u00fcgle","orcid":"https://orcid.org/0000-0002-3276-9581","observed_orcids":["https://orcid.org/0000-0002-3276-9581"]},"institutions":[{"id":"https://openalex.org/I2802229882","display_name":"Centre Hospitalier Universitaire Vaudois","ror":"https://ror.org/05a353079","country_code":"CH","type":"healthcare","lineage":["https://openalex.org/I2802229882"]},{"id":"https://openalex.org/I97565354","display_name":"University of Lausanne","ror":"https://ror.org/019whta54","country_code":"CH","type":"education","lineage":["https://openalex.org/I97565354"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Thomas H\u00fcgle","raw_affiliation_strings":["Department of Rheumatology, University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Rheumatology, University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland","institution_ids":["https://openalex.org/I2802229882","https://openalex.org/I97565354"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5006763905"],"corresponding_institution_ids":["https://openalex.org/I2802229882","https://openalex.org/I97565354"],"apc_list":{"value":2125,"currency":"USD","value_usd":2125},"apc_paid":{"value":2125,"currency":"USD","value_usd":2125},"fwci":4.778,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.9524925,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"1466211","last_page":"1466211"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11446","display_name":"Mobile Health and mHealth Applications","score":0.9042999744415283,"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":0.9042999744415283,"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":0.047200001776218414,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.014399999752640724,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/generative-ai","display_name":"generative AI","score":0.8610000014305115},{"id":"https://openalex.org/keywords/knowledge-graphs","display_name":"knowledge graphs","score":0.9980000257492065},{"id":"https://openalex.org/keywords/digital-therapeutics","display_name":"digital therapeutics","score":0.9990000128746033},{"id":"https://openalex.org/keywords/fibromyalgia","display_name":"fibromyalgia","score":0.9980000257492065},{"id":"https://openalex.org/keywords/chatgpt-4","display_name":"ChatGPT-4","score":0.8510000109672546},{"id":"https://openalex.org/keywords/text-network-analysis","display_name":"text network analysis","score":0.7979999780654907},{"id":"https://openalex.org/keywords/content-organization","display_name":"content organization","score":0.5559999942779541},{"id":"https://openalex.org/keywords/patient-feedback","display_name":"patient feedback","score":0.6779999732971191},{"id":"https://openalex.org/keywords/chronic-musculoskeletal-pain","display_name":"chronic musculoskeletal pain","score":0.8100000023841858},{"id":"https://openalex.org/keywords/sleep-hygiene","display_name":"sleep hygiene","score":0.6159999966621399},{"id":"https://openalex.org/keywords/pain-management","display_name":"pain management","score":0.621999979019165},{"id":"https://openalex.org/keywords/patient-personas","display_name":"patient personas","score":0.39500001072883606}],"concepts":[{"id":"https://openalex.org/C2779363104","wikidata":"https://www.wikidata.org/wiki/Q17069079","display_name":"mHealth","level":3,"score":0.8029935359954834},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6758590340614319},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5316104888916016},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.5265952348709106},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4136989712715149},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3211892247200012},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20618462562561035},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13719800114631653},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3389/fdgth.2024.1466211","doi":"https://doi.org/10.3389/fdgth.2024.1466211","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2024.1466211","pdf_url":null,"source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},{"id":"pmid:39434919","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39434919","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":"Frontiers in digital health","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:11491428","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11491428","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Digit Health","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:e3ff15edf97049749de5aea4c31b9f95","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/e3ff15edf97049749de5aea4c31b9f95","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Digital Health, Vol 6 (2024)","raw_type":"article"},{"id":"pmh:oai:iris.unil.ch:iris/220938","doi":null,"is_oa":true,"landing_page_url":"https://iris.unil.ch/handle/iris/220938","pdf_url":null,"source":{"id":"https://openalex.org/S7407055444","display_name":"IRIS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"},{"id":"pmh:oai:serval.unil.ch:BIB_8D9023CE81FE","doi":null,"is_oa":true,"landing_page_url":"https://serval.unil.ch/notice/serval:BIB_8D9023CE81FE","pdf_url":null,"source":{"id":"https://openalex.org/S4306401797","display_name":"SERVAL (Universit\u00e9 de Lausanne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210093590","host_organization_name":"Swiss School of Archaeology in Greece","host_organization_lineage":["https://openalex.org/I4210093590"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in digital health, vol. 6, pp. 1466211","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3389/fdgth.2024.1466211","doi":"https://doi.org/10.3389/fdgth.2024.1466211","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2024.1466211","pdf_url":null,"source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.979200005531311}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1971937094","https://openalex.org/W3115114148","https://openalex.org/W3137798181","https://openalex.org/W3143765463","https://openalex.org/W3157537176","https://openalex.org/W4205666414","https://openalex.org/W4310044170","https://openalex.org/W4312059558","https://openalex.org/W4318983406","https://openalex.org/W4365444013","https://openalex.org/W4379522444","https://openalex.org/W4379651179","https://openalex.org/W4382344620","https://openalex.org/W4385799180","https://openalex.org/W4386704875","https://openalex.org/W4389379252","https://openalex.org/W4391016813","https://openalex.org/W4396806998","https://openalex.org/W4400405331"],"related_works":["https://openalex.org/W3157260717","https://openalex.org/W1989929201","https://openalex.org/W2735645867","https://openalex.org/W2963498005","https://openalex.org/W2328171598","https://openalex.org/W4210372979","https://openalex.org/W4318480255","https://openalex.org/W2806578822","https://openalex.org/W4254922057","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Background:":[0],"Digital":[1],"therapeutics":[2],"(DTx)":[3],"in":[4,16],"the":[5,28,63,90,134,217,222,273,281,285,304,308,334],"form":[6],"of":[7,30,65,110,124,165,272,291,310,336],"mobile":[8],"health":[9,188],"(mHealth)":[10],"self-management":[11,32,68,75,274,337],"programs":[12,33],"have":[13],"demonstrated":[14],"effectiveness":[15],"reducing":[17],"disease":[18],"activity":[19],"across":[20],"various":[21],"diseases,":[22],"including":[23,159],"fibromyalgia":[24,67,78],"and":[25,53,58,79,98,144,154,191,199,201,204,230,255,268,284,324,343],"arthritis.":[26],"However,":[27],"content":[29,61],"online":[31,74,305],"varies":[34],"widely,":[35],"making":[36],"them":[37],"difficult":[38],"to":[39,45,56,87,94,107,150],"compare.":[40],"Aim:":[41],"This":[42],"study":[43],"aims":[44],"employ":[46],"generative":[47,138],"artificial":[48],"intelligence":[49],"(AI)-based":[50],"knowledge":[51,152,175,214,282],"graphs":[52,153,329],"network":[54,157,319],"analysis":[55,164,234,259,290,320],"categorize":[57],"structure":[59,323],"mHealth":[60,73],"at":[62],"example":[64],"a":[66,108,179,211],"program.":[69],"Methods:":[70],"A":[71,162],"multimodal":[72,119],"program":[76,91,275],"targeting":[77],"post-viral":[80],"fibromyalgia-like":[81],"syndromes":[82,117],"was":[83,92,170],"developed.":[84],"In":[85],"addition":[86],"general":[88],"content,":[89],"customized":[93],"address":[95],"specific":[96],"features":[97],"digital":[99],"personas":[100],"identified":[101,235],"through":[102],"hierarchical":[103],"agglomerative":[104],"clustering":[105],"applied":[106],"cohort":[109],"202":[111],"patients":[112],"with":[113,183,216,227,307],"chronic":[114],"musculoskeletal":[115],"pain":[116,240],"undergoing":[118],"assessment.":[120],"Text":[121],"files":[122],"consisting":[123],"22,150":[125],"words":[126],"divided":[127],"into":[128],"24":[129],"modules":[130],"were":[131,148,301],"used":[132,149],"as":[133,221,238,264],"input":[135],"data.":[136],"Two":[137],"AI":[139,315],"web":[140],"applications,":[141],"ChatGPT-4":[142],"(OpenAI)":[143],"Infranodus":[145],"(Nodus":[146],"Labs),":[147],"create":[151],"perform":[155],"text":[156,287,293,318],"analysis,":[158],"3D":[160,208],"visualization.":[161],"sentiment":[163],"129":[166],"patient":[167,294],"feedback":[168,345],"entries":[169],"performed.":[171],"Results:":[172],"The":[173,207],"ChatGPT-generated":[174],"graph":[176,283],"model":[177],"provided":[178,210],"simple":[180],"visual":[181],"overview":[182],"five":[184],"primary":[185],"edges:":[186],"\"Mental":[187],"challenges\",":[189],"\"Stress":[190],"its":[192],"impact\",":[193],"\"Immune":[194],"system":[195,245],"function\",":[196,246],"\"Long":[197],"COVID":[198],"fibromyalgia\"":[200],"\"Pain":[202],"management":[203],"therapeutic":[205],"approaches\".":[206],"visualization":[209],"more":[212],"complex":[213],"graph,":[215],"term":[218],"\"pain\"":[219],"appearing":[220],"central":[223],"edge,":[224],"closely":[225],"connecting":[226],"\"sleep\",":[228],"\"body\",":[229],"\"stress\".":[231],"Topical":[232],"cluster":[233],"categories":[236],"such":[237,263],"\"chronic":[239],"management\",":[241],"\"sleep":[242],"hygiene\",":[243],"\"immune":[244],"\"cognitive":[247],"therapy\",":[248],"\"healthy":[249],"eating\",":[250],"\"emotional":[251],"development\",":[252],"\"fibromyalgia":[253],"causes\",":[254],"\"deep":[256],"relaxation\".":[257],"Gap":[258],"highlighted":[260],"missing":[261],"links,":[262],"between":[265,280],"\"negative":[266],"behavior\"":[267],"\"systemic":[269],"inflammation\".":[270],"Retro-engineering":[271],"showed":[276],"significant":[277],"conceptual":[278,341],"similarities":[279],"original":[286],"analysis.":[288],"Sentiment":[289],"free":[292],"comments":[295],"revealed":[296],"that":[297],"most":[298],"relevant":[299],"topics":[300],"addressed":[302],"by":[303],"program,":[306],"exception":[309],"social":[311],"contacts.":[312],"Conclusion:":[313],"Generative":[314],"tools":[316],"for":[317,332],"can":[321],"effectively":[322],"illustrate":[325],"DTx":[326],"content.":[327],"Knowledge":[328],"are":[330],"valuable":[331],"increasing":[333],"transparency":[335],"programs,":[338],"developing":[339],"new":[340],"frameworks,":[342],"incorporating":[344],"loops.":[346]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":4}],"updated_date":"2026-09-29T14:09:16.559479","created_date":"2025-10-10T00:00:00"}