Xuguang Ai, MS
he/him/his
Software Engineer - CodingCards
About
Research
Publications
2025
AgentMD: Empowering language agents for risk prediction with large-scale clinical tool learning
Jin Q, Wang Z, Yang Y, Zhu Q, Wright D, Huang T, Khandekar N, Wan N, Ai X, Wilbur W, He Z, Taylor R, Chen Q, Lu Z. AgentMD: Empowering language agents for risk prediction with large-scale clinical tool learning. Nature Communications 2025, 16: 9377. PMID: 41130954, PMCID: PMC12549800, DOI: 10.1038/s41467-025-64430-x.Peer-Reviewed Original ResearchConceptsLanguage agentsHealthcare analyticsUnit testsTool learningTool buildersEmergency department notesDissemination challengesClinical calculatorsDiverse setRisk predictionIndividual patient careQuality checksUsabilityUsersPatient careMedical riskLearningCheckingAccuracyRisk managementClinical contextBenchmarking large language models for biomedical natural language processing applications and recommendations
Chen Q, Hu Y, Peng X, Xie Q, Jin Q, Gilson A, Singer M, Ai X, Lai P, Wang Z, Keloth V, Raja K, Huang J, He H, Lin F, Du J, Zhang R, Zheng W, Adelman R, Lu Z, Xu H. Benchmarking large language models for biomedical natural language processing applications and recommendations. Nature Communications 2025, 16: 3280. PMID: 40188094, PMCID: PMC11972378, DOI: 10.1038/s41467-025-56989-2.Peer-Reviewed Original ResearchConceptsLanguage modelNatural language processing applicationsBiomedical natural language processingMedical question answeringLanguage processing applicationsNatural language processingGrowth of biomedical literatureMissing informationFew-shotQuestion AnsweringZero-ShotKnowledge curationLanguage processingProcessing applicationsBioNLPBART modelPerformance gapBiomedical literatureGeneral domainTaskBenchmarksBERTInformationPerformanceLLM
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