Population Health Sciences

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2022
Konnaris MA, Brendel M, Fontana MAlan, Otero M, Ivashkiv LB, Wang F, Bell RD.  2022.  Computational pathology for musculoskeletal conditions using machine learning: advances, trends, and challenges.. Arthritis Res Ther. 24(1):68.
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.
Brandt PS, Pacheco JA, Adekkanattu P, Sholle ET, Abedian S, Stone DJ, Knaack DM, Xu J, Xu Z, Peng Y et al..  2022.  Design and validation of a FHIR-based EHR-driven phenotyping toolbox.. J Am Med Inform Assoc. 29(9):1449-1460.
Zang C, Goodman M, Zhu Z, Yang L, Yin Z, Tamas Z, Sharma VMohan, Wang F, Shao N.  2022.  Development of a screening algorithm for borderline personality disorder using electronic health records.. Sci Rep. 12(1):11976.
Liu J, Westblade LF, Wang F, Chadburn A, Fideli R, Craney A, Rand S, Cushing MM, Meng J, Zhao Z et al..  2022.  Distinct Laboratory Test Result Profiles Between SARS-CoV-2 and Seasonable Influenza Infected Patients.. Ann Clin Lab Sci. 52(6):871-879.
Guo Y, Bian J, Wang F.  2022.  Editorial: Measuring and Analysing Social Determinants of Health in the Era of Big Data.. Front Public Health. 10:902942.
Honarvar H, Agarwal C, Somani S, Vaid A, Lampert J, Wanyan T, Reddy VY, Nadkarni GN, Miotto R, Zitnik M et al..  2022.  Enhancing convolutional neural network predictions of electrocardiograms with left ventricular dysfunction using a novel sub-waveform representation.. Cardiovasc Digit Health J. 3(5):220-231.
Alfonso D, Cabrera LY, Sidiropoulos C, Wang F, Sarva H.  2022.  How Parkinson's patients in the USA perceive deep brain stimulation in the 21st century: Results of a nationwide survey.. J Clin Neurosci. 95:20-26.
Xu W, Su C, Li Y, Rogers S, Wang F, Chen K, Aseltine R.  2022.  Improving suicide risk prediction via targeted data fusion: proof of concept using medical claims data.. J Am Med Inform Assoc. 29(3):500-511.
Guo Y, Bian J, Chen A, Wang F, Posgai AL, Schatz DA, Shenkman EA, Atkinson MA.  2022.  Incidence Trends of New-Onset Diabetes in Children and Adolescents Before and During the COVID-19 Pandemic: Findings From Florida.. Diabetes. 71(12):2702-2706.
Xu J, Mao C, Hou Y, Luo Y, Binder JL, Zhou Y, Bekris LM, Shin J, Hu M, Wang F et al..  2022.  Interpretable deep learning translation of GWAS and multi-omics findings to identify pathobiology and drug repurposing in Alzheimer's disease.. Cell Rep. 41(9):111717.
Adler DA, Wang F, Mohr DC, Choudhury T.  2022.  Machine learning for passive mental health symptom prediction: Generalization across different longitudinal mobile sensing studies.. PLoS One. 17(4):e0266516.
Li Y, Brendel M, Wu N, Ge W, Zhang H, Rietschel P, Quek RGW, Pouliot J-F, Wang F, Harnett J.  2022.  Machine learning models for identifying predictors of clinical outcomes with first-line immune checkpoint inhibitor therapy in advanced non-small cell lung cancer.. Sci Rep. 12(1):17670.
Tummalapalli SLekha, Cukor D, Bohmart A, Levine DM, Parker TS, Liu F, Perlman A, Srivatana V, Turchioe MReading, Ibrahim SA et al..  2022.  A Mobile Health-Based Survey to Assess COVID-19 Vaccine Intent and Uptake Among Patients on Dialysis.. Kidney Int Rep. 7(3):633-637.
Kline A, Wang H, Li Y, Dennis S, Hutch M, Xu Z, Wang F, Cheng F, Luo Y.  2022.  Multimodal machine learning in precision health: A scoping review.. NPJ Digit Med. 5(1):171.
Lin M, Liu L, Gorden M, Kass M, Van Tassel S, Wang F, Peng Y.  2022.  Multi-scale Multi-structure Siamese Network (MMSNet) for Primary Open-Angle Glaucoma Prediction.. Mach Learn Med Imaging. 13583:436-445.
Zhang S-Q, Wang F, Fan F-L.  2022.  Neural Network Gaussian Processes by Increasing Depth.. IEEE Trans Neural Netw Learn Syst. PP
Xu H, Buckeridge DL, Wang F, Tarczy-Hornoch P.  2022.  Novel informatics approaches to COVID-19 Research: From methods to applications.. J Biomed Inform. 129:104028.
Lee J, Wanyan T, Chen Q, Keenan TDL, Glicksberg BS, Chew EY, Lu Z, Wang F, Peng Y.  2022.  Predicting Age-related Macular Degeneration Progression with Longitudinal Fundus Images Using Deep Learning.. Mach Learn Med Imaging. 13583:11-20.
Guo Y, Li Q, Yang X, Jaffee MS, Wu Y, Wang F, Bian J.  2022.  Prevalence of Alzheimer's and Related Dementia Diseases and Risk Factors Among Transgender Adults, Florida, 2012‒2020.. Am J Public Health. 112(5):754-757.
Lin M, Liu L, Gordon M, Kass M, Wang F, Van Tassel SH, Peng Y.  2022.  Primary Open-Angle Glaucoma Diagnosis from Optic Disc Photographs Using a Siamese Network.. Ophthalmol Sci. 2(4):100209.
Xu J, Guo Y, Wang F, Xu H, Lucero R, Bian J, Prosperi M.  2022.  Protocol for the development of a reporting guideline for causal and counterfactual prediction models in biomedicine.. BMJ Open. 12(6):e059715.
Xu Z, Mao C, Su C, Zhang H, Siempos I, Torres LK, Pan D, Luo Y, Schenck EJ, Wang F.  2022.  Sepsis subphenotyping based on organ dysfunction trajectory.. Crit Care. 26(1):197.
Chen Z, Zhang H, George TJ, Guo Y, Prosperi M, Guo J, Braithwaite D, Wang F, Kibbe W, Wagner L et al..  2022.  Simulating Colorectal Cancer Trials Using Real-World Data.. JCO Clin Cancer Inform. 6:e2100195.
Wanyan T, Lin M, Klang E, Menon KM, Gulamali FF, Azad A, Zhang Y, Ding Y, Wang Z, Wang F et al..  2022.  Supervised Pretraining through Contrastive Categorical Positive Samplings to Improve COVID-19 Mortality Prediction.. ACM BCB. 2022