{"id":"https://openalex.org/W7153176426","doi":"https://doi.org/10.48550/arxiv.2604.07424","title":"An Analysis of Artificial Intelligence Adoption in NIH-Funded Research","display_name":"An Analysis of Artificial Intelligence Adoption in NIH-Funded Research","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7153176426","doi":"https://doi.org/10.48550/arxiv.2604.07424"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.07424","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.07424","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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.2604.07424","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093047836","display_name":"Navapat Nananukul","orcid":"https://orcid.org/0009-0001-2740-4457"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nananukul, Navapat","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5133337680","display_name":"Mayank Kejriwal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kejriwal, Mayank","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":0,"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":0.848800003528595,"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":0.848800003528595,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.02319999970495701,"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"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.012799999676644802,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/portfolio","display_name":"Portfolio","score":0.6909000277519226},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5511999726295471},{"id":"https://openalex.org/keywords/equity","display_name":"Equity (law)","score":0.45570001006126404},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.35679998993873596},{"id":"https://openalex.org/keywords/application-portfolio-management","display_name":"Application portfolio management","score":0.35109999775886536},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.32739999890327454},{"id":"https://openalex.org/keywords/health-equity","display_name":"Health equity","score":0.3248000144958496}],"concepts":[{"id":"https://openalex.org/C2780821815","wikidata":"https://www.wikidata.org/wiki/Q5340806","display_name":"Portfolio","level":2,"score":0.6909000277519226},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5511999726295471},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.49570000171661377},{"id":"https://openalex.org/C199728807","wikidata":"https://www.wikidata.org/wiki/Q2578557","display_name":"Equity (law)","level":2,"score":0.45570001006126404},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.42899999022483826},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4106999933719635},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.40950000286102295},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4081000089645386},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.35679998993873596},{"id":"https://openalex.org/C73938075","wikidata":"https://www.wikidata.org/wiki/Q2858767","display_name":"Application portfolio management","level":4,"score":0.35109999775886536},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.32739999890327454},{"id":"https://openalex.org/C2250968","wikidata":"https://www.wikidata.org/wiki/Q1512929","display_name":"Health equity","level":3,"score":0.3248000144958496},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.2957000136375427},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.2924000024795532},{"id":"https://openalex.org/C47344431","wikidata":"https://www.wikidata.org/wiki/Q1519812","display_name":"Health policy","level":3,"score":0.2797999978065491},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C106977388","wikidata":"https://www.wikidata.org/wiki/Q2752427","display_name":"Medical research","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C2780877353","wikidata":"https://www.wikidata.org/wiki/Q2518253","display_name":"Health services research","level":3,"score":0.26840001344680786},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.2581999897956848},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.2572000026702881},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.2551000118255615},{"id":"https://openalex.org/C63882131","wikidata":"https://www.wikidata.org/wiki/Q17122954","display_name":"Strengths and weaknesses","level":2,"score":0.2531000077724457},{"id":"https://openalex.org/C2778035492","wikidata":"https://www.wikidata.org/wiki/Q7315176","display_name":"Research program","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.07424","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.07424","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.07424","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.07424","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.4586665630340576,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Understanding":[0],"the":[1,13,101,175],"landscape":[2,42],"of":[3,16,33,53,85,100,127,154],"artificial":[4],"intelligence":[5],"(AI)":[6],"and":[7,28,71,113,143,183],"machine":[8],"learning":[9],"(ML)":[10],"adoption":[11],"across":[12,116],"National":[14],"Institutes":[15],"Health":[17],"(NIH)":[18],"portfolio":[19,103,178],"is":[20,148],"critical":[21,121],"for":[22,66,169],"research":[23,41,55,64,73,89,147,185],"funding":[24,107],"strategy,":[25],"institutional":[26],"planning,":[27],"health":[29,145,180],"policy.":[30],"The":[31],"advent":[32],"large":[34],"language":[35],"models":[36],"(LLMs)":[37],"has":[38],"fundamentally":[39],"transformed":[40],"analysis,":[43],"enabling":[44],"researchers":[45],"to":[46,68,160,173],"perform":[47],"large-scale":[48],"semantic":[49],"extraction":[50],"from":[51,91],"thousands":[52],"unstructured":[54],"documents.":[56],"In":[57],"this":[58],"paper,":[59],"we":[60,80],"illustrate":[61],"a":[62,82,105,120,167],"human-in-the-loop":[63],"methodology":[65],"LLMs":[67],"automatically":[69],"classify":[70],"summarize":[72],"descriptions":[74],"at":[75,151],"scale.":[76],"Using":[77],"our":[78],"methodology,":[79],"present":[81],"comprehensive":[83],"analysis":[84],"58,746":[86],"NIH-funded":[87],"biomedical":[88],"projects":[90,129],"2025.":[92],"We":[93],"show":[94],"that:":[95],"(1)":[96],"AI":[97,128,177],"constitutes":[98],"15.9%":[99],"NIH":[102,176],"with":[104,125,179],"13.4%":[106],"premium,":[108],"concentrated":[109],"in":[110,131,138],"discovery,":[111],"prediction,":[112],"data":[114],"integration":[115],"disease":[117],"domains;":[118],"(2)":[119],"research-to-deployment":[122],"gap":[123],"exists,":[124],"79%":[126],"remaining":[130],"research/development":[132],"stages":[133],"while":[134],"only":[135],"14.7%":[136],"engage":[137],"clinical":[139],"deployment":[140],"or":[141],"implementation;":[142],"(3)":[144],"disparities":[146],"severely":[149],"underrepresented":[150],"just":[152],"5.7%":[153],"AI-funded":[155],"work":[156],"despite":[157],"its":[158],"importance":[159],"NIH's":[161],"equity":[162,181],"mission.":[163],"These":[164],"findings":[165],"establish":[166],"framework":[168],"evidence-based":[170],"policy":[171],"interventions":[172],"align":[174],"goals":[182],"strategic":[184],"priorities.":[186]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-11T00:00:00"}
