{"id":"https://openalex.org/W7160384883","doi":"https://doi.org/10.48550/arxiv.2605.04012","title":"SymptomAI: Toward a Conversational AI Agent for Everyday Symptom Assessment","display_name":"SymptomAI: Toward a Conversational AI Agent for Everyday Symptom Assessment","publication_year":2026,"publication_date":"2026-05-05","ids":{"openalex":"https://openalex.org/W7160384883","doi":"https://doi.org/10.48550/arxiv.2605.04012"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.04012","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.04012","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.04012","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066637936","display_name":"Joseph Breda","orcid":"https://orcid.org/0000-0002-2795-7334"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Breda, Joseph","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135462947","display_name":"Fadi Yousif","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yousif, Fadi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116426710","display_name":"Beszel Hawkins","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hawkins, Beszel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135532310","display_name":"Marinela Cotoi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Cotoi, Marinela","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135425364","display_name":"Miao Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Miao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135480008","display_name":"Ray Luo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Ray","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039111176","display_name":"Po-Hsuan Cameron Chen","orcid":"https://orcid.org/0000-0002-0083-4991"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chen, Po-Hsuan Cameron","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025626087","display_name":"Mike Schaekermann","orcid":"https://orcid.org/0000-0002-1735-9680"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Schaekermann, Mike","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135436838","display_name":"Samuel Schmidgall","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Schmidgall, Samuel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135444877","display_name":"Xin Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Xin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091745651","display_name":"Girish Narayanswamy","orcid":"https://orcid.org/0000-0001-5647-3577"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Narayanswamy, Girish","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135427611","display_name":"Samuel Solomon","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Solomon, Samuel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135475117","display_name":"Maxwell A. Xu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xu, Maxwell A.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123459984","display_name":"Xiaoran Fan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fan, Xiaoran","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070325443","display_name":"Longfei Shangguan","orcid":"https://orcid.org/0000-0002-1153-7087"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shangguan, Longfei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135509341","display_name":"Anran Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Anran","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135512388","display_name":"Bhavna Daryani","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Daryani, Bhavna","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135449098","display_name":"Buddy Herkenham","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Herkenham, Buddy","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048391529","display_name":"Cara Tan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tan, Cara","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109493319","display_name":"Mark Malhotra","orcid":"https://orcid.org/0009-0009-0334-7759"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Malhotra, Mark","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135488569","display_name":"Shwetak Patel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Patel, Shwetak","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135470594","display_name":"John B. Hernandez","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hernandez, John B.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135457861","display_name":"Quang Duong","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Duong, Quang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135487776","display_name":"Yun Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Yun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026503265","display_name":"Zach Wasson","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wasson, Zach","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085070034","display_name":"Dimitrios Antos","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Antos, Dimitrios","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135431917","display_name":"Bob Lou","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lou, Bob","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135439905","display_name":"Matthew B Thompson","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Thompson, Matthew","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028565425","display_name":"Jonathan Richina","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Richina, Jonathan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135478756","display_name":"Anupam Pathak","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pathak, Anupam","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103217186","display_name":"Nichole Young\u2010Lin","orcid":"https://orcid.org/0000-0002-4383-2531"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Young-Lin, Nichole","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109687586","display_name":"Jake Sunshine","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sunshine, Jake","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5135434523","display_name":"Daniel McDuff","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"McDuff, Daniel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"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":0.6022999882698059,"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":0.6022999882698059,"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":0.11129999905824661,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.10719999670982361,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/medical-diagnosis","display_name":"Medical diagnosis","score":0.7347000241279602},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.6373000144958496},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6093999743461609},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5874999761581421},{"id":"https://openalex.org/keywords/interview","display_name":"Interview","score":0.5734000205993652},{"id":"https://openalex.org/keywords/randomized-controlled-trial","display_name":"Randomized controlled trial","score":0.5012999773025513},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.45210000872612},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.38760000467300415}],"concepts":[{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.7347000241279602},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.6373000144958496},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6093999743461609},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5874999761581421},{"id":"https://openalex.org/C24845683","wikidata":"https://www.wikidata.org/wiki/Q178651","display_name":"Interview","level":2,"score":0.5734000205993652},{"id":"https://openalex.org/C168563851","wikidata":"https://www.wikidata.org/wiki/Q1436668","display_name":"Randomized controlled trial","level":2,"score":0.5012999773025513},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4837999939918518},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.4674000144004822},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.45210000872612},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.38760000467300415},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.36800000071525574},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3677000105381012},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35839998722076416},{"id":"https://openalex.org/C80059220","wikidata":"https://www.wikidata.org/wiki/Q7521302","display_name":"Simulated patient","level":2,"score":0.3147999942302704},{"id":"https://openalex.org/C56995899","wikidata":"https://www.wikidata.org/wiki/Q1126687","display_name":"Focus group","level":2,"score":0.31360000371932983},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3077000081539154},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.30550000071525574},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.290800005197525},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.288100004196167},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2858000099658966},{"id":"https://openalex.org/C190954187","wikidata":"https://www.wikidata.org/wiki/Q5270587","display_name":"Dialog system","level":3,"score":0.2856000065803528},{"id":"https://openalex.org/C2779018934","wikidata":"https://www.wikidata.org/wiki/Q1129653","display_name":"Everyday life","level":2,"score":0.2766000032424927},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C82157600","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic test","level":2,"score":0.257099986076355},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.2542000114917755},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.2522999942302704},{"id":"https://openalex.org/C2780829048","wikidata":"https://www.wikidata.org/wiki/Q1624720","display_name":"Conversation analysis","level":3,"score":0.25130000710487366}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.04012","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.04012","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.04012","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.04012","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.8072245121002197}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Language":[0],"models":[1],"excel":[2],"at":[3],"diagnostic":[4],"assessments":[5],"on":[6,13,25,183],"curated":[7],"medical":[8],"case-studies":[9],"and":[10,62,88,108,231,254],"vignettes,":[11],"performing":[12],"par":[14],"with,":[15],"or":[16],"better":[17,172],"than,":[18],"clinical":[19],"professionals.":[20],"However,":[21],"existing":[22],"studies":[23],"focus":[24],"complex":[26],"scenarios":[27],"with":[28,79],"rich":[29],"context":[30],"making":[31],"it":[32],"difficult":[33],"to":[34,77,211,259],"draw":[35],"conclusions":[36],"about":[37],"how":[38],"these":[39,111,194,246],"systems":[40],"perform":[41,170],"for":[42,58,207,238],"patients":[43],"reporting":[44],"symptoms":[45],"in":[46,70,147],"everyday":[47],"life.":[48],"We":[49,201,224],"deployed":[50],"SymptomAI,":[51],"a":[52,71,89,95,105,116,148,157,168,187,252,260],"set":[53],"of":[54,92,101,110,118,124,216,251,268],"conversational":[55],"AI":[56,81],"agents":[57],"end-to-end":[59],"patient":[60],"interviewing":[61],"differential":[63],"diagnosis":[64],"(DDx),":[65],"via":[66],"the":[67,144,249,266],"Fitbit":[68],"app":[69],"study":[72],"that":[73,161,193],"randomized":[74,150],"participants":[75,103,210],"(N=13,917)":[76],"interact":[78],"five":[80],"agents.":[82],"This":[83],"corpus":[84],"captures":[85],"diverse":[86],"communication":[87],"realistic":[90],"distribution":[91],"illnesses":[93],"from":[94,140,186],"real":[96],"world":[97],"population.":[98],"A":[99],"subset":[100],"1,228":[102],"reported":[104],"clinician-provided":[106],"diagnosis,":[107,169],"517":[109],"were":[112,128],"further":[113],"evaluated":[114],"by":[115,242],"panel":[117,191],"clinicians":[119,142],"during":[120],"over":[121,213],"250":[122],"hours":[123],"annotation.":[125],"SymptomAI":[126,203],"DDx":[127],"significantly":[129],"more":[130],"accurate":[131],"(OR":[132],"=":[133],"2.56,":[134],"p":[135],"&lt;":[136,178],"0.001)":[137],"than":[138,173],"those":[139],"independent":[141],"given":[143],"same":[145],"dialogue":[146],"blinded":[149],"comparison.":[151],"Moreover,":[152],"agentic":[153],"strategies":[154],"which":[155,264],"conduct":[156],"dedicated":[158,253],"symptom":[159,164,256,262],"interview":[160,257],"elicit":[162],"additional":[163],"information":[165],"before":[166],"providing":[167],"substantially":[171],"baseline,":[174],"user-guided":[175,261],"conversations":[176,185],"(p":[177],"0.001).":[179],"An":[180],"auxiliary":[181],"analysis":[182],"1,509":[184],"general":[188],"US":[189],"population":[190],"validated":[192],"results":[195,247],"generalize":[196],"beyond":[197],"wearable":[198,217],"device":[199],"users.":[200],"used":[202],"diagnoses":[204],"as":[205],"labels":[206],"all":[208],"13,917":[209],"analyze":[212],"500,000":[214],"days":[215],"metrics":[218],"across":[219],"nearly":[220],"400":[221],"unique":[222],"conditions.":[223],"identified":[225],"strong":[226],"associations":[227],"between":[228],"acute":[229],"infections":[230],"physiological":[232],"shifts":[233],"(e.g.,":[234],"OR":[235],"&gt;":[236],"7":[237],"influenza).":[239],"While":[240],"limited":[241],"self-reported":[243],"ground":[244],"truth,":[245],"demonstrate":[248],"benefits":[250],"complete":[255],"compared":[258],"discussion,":[263],"is":[265],"default":[267],"most":[269],"consumer":[270],"LLMs.":[271]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-07T00:00:00"}
