Publications

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.

Celi LAnthony, Dunn J, Wang F, Feng M.  2026.  Beyond Benchmarks: Toward Reliable, Equitable, and Epistemically Honest AI for Digital Health—Introduction to the Special Issue on Reliable Artificial Intelligence for Digital Health. ACM Transactions on Intelligent Systems and Technology. 17(6):1-3.

Hu P, Lu C, Wang F, Ning Y.  2026.  Bridging Stepwise Lab-Informed Pretraining and Knowledge-Guided Learning for Diagnostic Reasoning.. IEEE J Biomed Health Inform. 30(10):8404-8416.

McGinty EE, Zhang Y, Wang F, Ayanian JZ, Schpero WL.  2026.  Closing the Health Policy Implementation Gap With Artificial Intelligence.. JAMA Health Forum. 7(8):e262515.

Chen W, Pan W, Gan K, Wang F.  2026.  Deep Doubly Debiased Longitudinal Effect Estimation with ICE G-Computation.. KDD. 2026(v2):10646-10657.

Yan Z, Li H, Huang Z, Zhou M, Wang W-T, Jiang S, Zhang M, Martinez-Nunez E, Marongiu R, Sarva H et al..  2026.  Early Prediction of Parkinson's Disease Progression by Integrating Research Cohort and Real-World Data Using Knowledge-Anchored Graph Learning.. medRxiv.

Li H, Pan W, Rajendran S, Zang C, Wang F.  2026.  Empowering clinical trial design with agentic intelligence and real-world data.. Nat Commun. 17(1)

Heiting C, Wu Y, Goodman SM, Sculco P, Wang F, Ibrahim S, Cram P, Caruana R, Mehta B.  2026.  Exploring the optimal age for total knee arthroplasty to minimize risk of adverse outcomes: machine learning analysis of a statewide cohort.. Arthroplasty. 8(1)

Yan Z, Huang Z, Wang F, Su C.  2026.  Knowledge Graph–Guided Domain Generalization for Computational Phenotyping: A Tutorial. IEEE International Conference on Healthcare Informatics (ICHI).

Li H, Li Y, Zang C, Pan W, Yang HS, Grossman TB, Zhao Z, Wang F.  2026.  Machine Learning for Dynamic and Short-Term Prediction of Preeclampsia Using Routine Clinical Data.. JAMA Netw Open. 9(3):e260359.

Chen W, Pan W, Gan K, Wang F.  2026.  MOSIC: Model-Agnostic Optimal Subgroup Identification with Multi-Constraint for Improved Reliability.. KDD. 2026(v2):10658-10668.

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)

Hazewinkel MHJ, Pan W, Simon S, Campion TR, Austen WG, Sneag DB, Wang F, Gfrerer L.  2026.  NerveAI- a machine learning algorithm for detection of nerve pain in the head and neck.. Sci Rep. 16(1)

Zhong J, D'Angelo D, Lyu C, Xu I, Enns PK, Wang F, Kaushal R.  2026.  Reproducibility in biomedical research.. Nat Med. 32(10):3564-3577.

Zhong J, D'Angelo D, Lyu C, Xu I, Enns PK, Wang F, Kaushal R.  2026.  Reproducibility in biomedical research. Nature Medicine. 32:3564-3577.

Chen W, Pan W, Gan K, Wang F.  2026.  Smooth Multi-Policy Causal Effect Estimation in Longitudinal Settings.. Proc Mach Learn Res. 306:16272-16294.

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.

Sheng R, Wang X, Wang J, Jin X, Sheng Z, Xu Z, Rajendran S, Qu H, Wang F.  2026.  TrialCompass: Visual Analytics for Enhancing the Eligibility Criteria Design of Clinical Trials.. IEEE Trans Vis Comput Graph. 32(1):1230-1240.

Sacco SJ, Chen K, Wang F, Rogers SC, Aseltine RH.  2026.  Using transfer learning to improve prediction of suicide risk in acute care hospitals. Journal of American Medical Informatics Association. 33(1):159-166.

Sacco SJ, Chen K, Wang F, Rogers SC, Aseltine RH.  2026.  Using transfer learning to improve prediction of suicide risk in acute care hospitals.. J Am Med Inform Assoc. 33(1):159-166.