Population Health Sciences

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2026
Raikhelkar J, Bai Z, Beecy AN, Richter I, Liu F, Nizam NBinta, Kishore V, Kelsey C, vanMaanen D, Ruhl J et al..  2026.  An artificial intelligence model to detect abnormal ejection fraction from non-contrast chest computed tomography: the CT-LVEF study.. Eur Heart J Digit Health. 7(6):ztag088.
Huang Z, Pan W, Alishetti S, Beecy AN, Liu Z, Gong A, Shin S, Clerkin KJ, Goldsmith RL, Majure DT et al..  2026.  Multimodal multi-instance learning for cardiopulmonary exercise testing performance prediction.. NPJ Digit Med. 9(1)
Zhou T, Zhang B, Lu Y, Chen J, Zang C, Li H, Elia J, Prasad R, Arnold J, Avedissian SN et al..  2026.  SSRI/SNRI and long COVID in children and adolescents with neuropsychiatric conditions: a cohort study from the RECOVER Initiative.. Nat Ment Health. 4(8):1275-1284.
Zhou T, Zhang B, Lu Y, Chen J, Zang C, Li H, Elia J, Prasad R, Arnold J, Avedissian SN et al..  2026.  SSRI/SNRI and long COVID in children and adolescents with neuropsychiatric conditions: a cohort study from the RECOVER Initiative.. Nat Ment Health. 4(8):1275-1284.
2025
Wang J, Ahn S, Taykhoom D, Zhang X, Chen B, Dodge H, Wang F, Zhou J.  2025.  Augmented Risk Prediction for Alzheimer’s Onset From Electronic Health Records With Large Language Models. Innovation In Aging. 9(Supplement 2)
Wu Q, Reps JM, Li L, Zhang B, Lu Y, Tong J, Zhang D, Lumley T, Brand MT, van Zandt M et al..  2025.  COLA-GLM: collaborative one-shot and lossless algorithms of generalized linear models for decentralized observational healthcare data.. NPJ Digit Med. 8(1):442.
Wu Q, Reps JM, Li L, Zhang B, Lu Y, Tong J, Zhang D, Lumley T, Brand MT, van Zandt M et al..  2025.  COLA-GLM: collaborative one-shot and lossless algorithms of generalized linear models for decentralized observational healthcare data.. NPJ Digit Med. 8(1):442.
Sacco SJ, Chen K, Jin J, Tang B, Wang F, Aseltine RH.  2025.  Identifying patients at risk of suicide using data from health information exchanges.. BMC Public Health. 25(1):1582.
Zhou M, Tang AS, Zhang H, Xu Z, Ke AMC, Su C, Huang Y, Mantyh WG, Jaffee MS, Rankin KP et al..  2025.  Identifying progression subphenotypes of Alzheimer's disease from large-scale electronic health records with machine learning.. J Biomed Inform. 165:104820.
Rajendran S, Xu Z, Pan W, Zang C, Siempos I, Torres L, Xu J, Bian J, Schenck EJ, Wang F.  2025.  Multicenter target trial emulation to evaluate corticosteroids for sepsis stratified by predicted organ dysfunction trajectory.. Nat Commun. 16(1):4450.
Bai Z, Osman M, Brendel M, Tangen CM, Flaig TW, Thompson IM, Plets M, M Lucia S, Theodorescu D, Gustafson D et al..  2025.  Predicting response to neoadjuvant chemotherapy in muscle-invasive bladder cancer via interpretable multimodal deep learning.. NPJ Digit Med. 8(1):174.
Bai Z, Osman M, Brendel M, Tangen CM, Flaig TW, Thompson IM, Plets M, M Lucia S, Theodorescu D, Gustafson D et al..  2025.  Predicting response to neoadjuvant chemotherapy in muscle-invasive bladder cancer via interpretable multimodal deep learning.. NPJ Digit Med. 8(1):174.
Bai Z, Osman M, Brendel M, Tangen CM, Flaig TW, Thompson IM, Plets M, M Lucia S, Theodorescu D, Gustafson D et al..  2025.  Predicting response to neoadjuvant chemotherapy in muscle-invasive bladder cancer via interpretable multimodal deep learning.. NPJ Digit Med. 8(1):174.
Liu M, Ning Y, Teixayavong S, Liu X, Mertens M, Shang Y, Li X, Miao D, Liao J, Xu J et al..  2025.  A scoping review and evidence gap analysis of clinical AI fairness.. NPJ Digit Med. 8(1):360.
Liu M, Ning Y, Teixayavong S, Liu X, Mertens M, Shang Y, Li X, Miao D, Liao J, Xu J et al..  2025.  A scoping review and evidence gap analysis of clinical AI fairness.. NPJ Digit Med. 8(1):360.
Liu M, Ning Y, Teixayavong S, Liu X, Mertens M, Shang Y, Li X, Miao D, Liao J, Xu J et al..  2025.  A scoping review and evidence gap analysis of clinical AI fairness.. NPJ Digit Med. 8(1):360.
Liu M, Ning Y, Teixayavong S, Liu X, Mertens M, Shang Y, Li X, Miao D, Liao J, Xu J et al..  2025.  A scoping review and evidence gap analysis of clinical AI fairness.. NPJ Digit Med. 8(1):360.
Tong J, Reps JM, Luo C, Lu Y, Li L, Ramirez-Anguita JManuel, Brand MT, DuVall SL, Falconer T, Fuentes AMayer et al..  2025.  Unlocking efficiency in real-world collaborative studies: a multi-site international study with one-shot lossless GLMM algorithm.. NPJ Digit Med. 8(1):457.
Tong J, Reps JM, Luo C, Lu Y, Li L, Ramirez-Anguita JManuel, Brand MT, DuVall SL, Falconer T, Fuentes AMayer et al..  2025.  Unlocking efficiency in real-world collaborative studies: a multi-site international study with one-shot lossless GLMM algorithm.. NPJ Digit Med. 8(1):457.
2024
He X, Wei R, Huang Y, Chen Z, Lyu T, Bost S, Tong J, Li L, Zhou Y, Li Z et al..  2024.  Develop and validate a computable phenotype for the identification of Alzheimer's disease patients using electronic health record data.. Alzheimers Dement (Amst). 16(3):e12613.
He X, Wei R, Huang Y, Chen Z, Lyu T, Bost S, Tong J, Li L, Zhou Y, Li Z et al..  2024.  Develop and validate a computable phenotype for the identification of Alzheimer's disease patients using electronic health record data.. Alzheimers Dement (Amst). 16(3):e12613.
2023
Su C, Hou Y, Zhou M, Rajendran S, Maasch JRMA, Abedi Z, Zhang H, Bai Z, Cuturrufo A, Guo W et al..  2023.  Biomedical discovery through the integrative biomedical knowledge hub (iBKH).. iScience. 26(4):106460.
Mehta B, Goodman S, DiCarlo E, Jannat-Khah D, J Gibbons AB, Otero M, Donlin L, Pannellini T, Robinson WH, Sculco P et al..  2023.  Machine learning identification of thresholds to discriminate osteoarthritis and rheumatoid arthritis synovial inflammation.. Arthritis Res Ther. 25(1):31.
2022
Tripathi S, Malhotra A, Qazi M, Chou J, Wang F, Barkan S, Hellmers N, Henchcliffe C, Sarva H.  2022.  Clinical Review of Smartphone Applications in Parkinson's Disease.. Neurologist. 27(4):183-193.
Zeng X, Wang F, Luo Y, Kang S-G, Tang J, Lightstone FC, Fang EF, Cornell W, Nussinov R, Cheng F.  2022.  Deep generative molecular design reshapes drug discovery.. Cell Rep Med. 3(12):100794.