{"id":"https://openalex.org/W4413614592","doi":"https://doi.org/10.3389/fdgth.2025.1616488","title":"Generative AI in consumer health: leveraging large language models for health literacy and clinical safety with a digital health framework","display_name":"Generative AI in consumer health: leveraging large language models for health literacy and clinical safety with a digital health framework","publication_year":2025,"publication_date":"2025-08-26","ids":{"openalex":"https://openalex.org/W4413614592","doi":"https://doi.org/10.3389/fdgth.2025.1616488","pmid":"https://pubmed.ncbi.nlm.nih.gov/40933812"},"language":"en","primary_location":{"id":"doi:10.3389/fdgth.2025.1616488","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2025.1616488","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1616488/pdf","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,"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"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1616488/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119428791","display_name":"Annemarie K. Tilton","orcid":null},"institutions":[{"id":"https://openalex.org/I4210101527","display_name":"Center for Independent Living","ror":"https://ror.org/011724532","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210101527"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Annemarie K. Tilton","raw_affiliation_strings":["Independent Researcher, Park City, UT, United States"],"affiliations":[{"raw_affiliation_string":"Independent Researcher, Park City, UT, United States","institution_ids":["https://openalex.org/I4210101527"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119428792","display_name":"Brian E. Caplan","orcid":null},"institutions":[{"id":"https://openalex.org/I1285301757","display_name":"Rush University Medical Center","ror":"https://ror.org/01j7c0b24","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285301757"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian E. Caplan","raw_affiliation_strings":["Department of Orthopaedics, Rush University Medical Center, Chicago, IL, United States"],"affiliations":[{"raw_affiliation_string":"Department of Orthopaedics, Rush University Medical Center, Chicago, IL, United States","institution_ids":["https://openalex.org/I1285301757"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064391561","display_name":"Brian J. Cole","orcid":"https://orcid.org/0000-0002-4006-2113"},"institutions":[{"id":"https://openalex.org/I1285301757","display_name":"Rush University Medical Center","ror":"https://ror.org/01j7c0b24","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285301757"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian J. Cole","raw_affiliation_strings":["Department of Orthopaedics, Rush University Medical Center, Chicago, IL, United States"],"affiliations":[{"raw_affiliation_string":"Department of Orthopaedics, Rush University Medical Center, Chicago, IL, United States","institution_ids":["https://openalex.org/I1285301757"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5119428791"],"corresponding_institution_ids":["https://openalex.org/I4210101527"],"apc_list":{"value":1900,"currency":"USD","value_usd":1900},"apc_paid":{"value":1900,"currency":"USD","value_usd":1900},"fwci":2.9252,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.92288948,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"7","issue":null,"first_page":"1616488","last_page":"1616488"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9965999722480774,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9965999722480774,"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"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9908999800682068,"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/T12027","display_name":"Social Media in Health Education","score":0.9713000059127808,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-literacy","display_name":"Health literacy","score":0.7283856272697449},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7113390564918518},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.515847384929657},{"id":"https://openalex.org/keywords/digital-health","display_name":"Digital health","score":0.45412012934684753},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3953712582588196},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3819703459739685},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.20220878720283508},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.1039489209651947},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.07756704092025757}],"concepts":[{"id":"https://openalex.org/C2778843546","wikidata":"https://www.wikidata.org/wiki/Q3097973","display_name":"Health literacy","level":3,"score":0.7283856272697449},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7113390564918518},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.515847384929657},{"id":"https://openalex.org/C2780433410","wikidata":"https://www.wikidata.org/wiki/Q5276090","display_name":"Digital health","level":3,"score":0.45412012934684753},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3953712582588196},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3819703459739685},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.20220878720283508},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.1039489209651947},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.07756704092025757}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fdgth.2025.1616488","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2025.1616488","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1616488/pdf","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,"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:40933812","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40933812","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":"Frontiers in digital health","raw_type":null},{"id":"pmh:oai:doaj.org/article:bbc808df18e0475a8b086699db4590db","is_oa":true,"landing_page_url":"https://doaj.org/article/bbc808df18e0475a8b086699db4590db","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"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 7 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12417475","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12417475/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"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"}],"best_oa_location":{"id":"doi:10.3389/fdgth.2025.1616488","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2025.1616488","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1616488/pdf","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,"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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413614592.pdf","grobid_xml":"https://content.openalex.org/works/W4413614592.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W2914084521","https://openalex.org/W2920679031","https://openalex.org/W3186209406","https://openalex.org/W4309674289","https://openalex.org/W4321748146","https://openalex.org/W4360891289","https://openalex.org/W4387578765","https://openalex.org/W4387619071","https://openalex.org/W4391137026","https://openalex.org/W4392193191","https://openalex.org/W4395067201","https://openalex.org/W4402476095","https://openalex.org/W4402705648","https://openalex.org/W4402830391","https://openalex.org/W4403880728","https://openalex.org/W4407686803","https://openalex.org/W4411801306"],"related_works":["https://openalex.org/W3197131596","https://openalex.org/W4390616380","https://openalex.org/W4388666321","https://openalex.org/W4205914924","https://openalex.org/W4225301003","https://openalex.org/W2086338133","https://openalex.org/W4388798880","https://openalex.org/W3160843552","https://openalex.org/W4229067106","https://openalex.org/W2945085625"],"abstract_inverted_index":{"Generative":[0],"AI,":[1],"powered":[2],"by":[3,11],"large":[4,102],"language":[5,103],"models,":[6,104],"is":[7],"transforming":[8],"consumer":[9,51],"health":[10,13,18,30,52,94],"enhancing":[12],"literacy":[14],"and":[15,24,37,57,66,74,99,110],"delivering":[16],"personalized":[17],"education.":[19],"However,":[20],"ensuring":[21],"clinical":[22],"safety":[23],"effectiveness":[25],"requires":[26],"a":[27,59,76],"robust":[28],"digital":[29,93],"framework":[31,61],"to":[32,62,79,96],"address":[33],"risks":[34],"like":[35],"misinformation":[36],"inequitable":[38],"communication.":[39],"This":[40],"mini":[41],"review":[42],"examines":[43],"current":[44],"use":[45],"cases":[46],"for":[47,112],"generative":[48],"AI":[49,84],"in":[50,85],"education,":[53],"highlights":[54],"persistent":[55],"challenges,":[56],"proposes":[58],"clinician-informed":[60],"evaluate":[63],"safety,":[64],"usability,":[65],"effectiveness.":[67],"The":[68],"RECAP":[69],"model-Relevance,":[70],"Evidence-based,":[71],"Clarity,":[72],"Adaptability,":[73],"Precision-offers":[75],"pragmatic":[77],"lens":[78],"guide":[80],"responsible":[81],"implementation":[82],"of":[83,101],"patient-facing":[86],"tools.":[87],"By":[88],"connecting":[89],"insights":[90],"from":[91],"past":[92],"innovations":[95],"the":[97],"opportunities":[98],"pitfalls":[100],"this":[105],"paper":[106],"provides":[107],"both":[108],"context":[109],"direction":[111],"future":[113],"development.":[114]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2025-10-10T00:00:00"}
