Publications

Lin M, Hou B, Liu L, Gordon M, Kass M, Wang F, Van Tassel SH, Peng Y.  2022.  Automated diagnosing primary open-angle glaucoma from fundus image by simulating human's grading with deep learning.. Sci Rep. 12(1):14080.

Lin M, Hou B, Mishra S, Yao T, Huo Y, Yang Q, Wang F, Shih G, Peng Y.  2023.  Enhancing thoracic disease detection using chest X-rays from PubMed Central Open Access.. Comput Biol Med. 159:106962.

Lin M, Xiao Y, Hou B, Wanyan T, Sharma MManoj, Wang Z, Wang F, Van Tassel S, Peng Y.  2023.  Evaluate underdiagnosis and overdiagnosis bias of deep learning model on primary open-angle glaucoma diagnosis in under-served populations.. AMIA Jt Summits Transl Sci Proc. 2023:370-377.

Lin M, Li T, Yang Y, Holste G, Ding Y, Van Tassel SH, Kovacs K, Shih G, Wang Z, Lu Z et al..  2023.  Improving model fairness in image-based computer-aided diagnosis.. Nat Commun. 14(1):6261.

Wang S, Lin M, Ghosal T, Ding Y, Peng Y.  2022.  Knowledge Graph Applications in Medical Imaging Analysis: A Scoping Review.. Health Data Sci. 2022

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.

Ghahramani G, Brendel M, Lin M, Chen Q, Keenan T, Chen K, Chew E, Lu Z, Peng Y, Wang F.  2021.  Multi-task deep learning-based survival analysis on the prognosis of late AMD using the longitudinal data in AREDS.. AMIA Annu Symp Proc. 2021:506-515.

Wang S, Tang L, Lin M, Shih G, Ding Y, Peng Y.  2022.  Prior Knowledge Enhances Radiology Report Generation.. AMIA Annu Symp Proc. 2022:486-495.

Wang S, Lin M, Ding Y, Shih G, Lu Z, Peng Y.  2022.  Radiology Text Analysis System (RadText): Architecture and Evaluation.. IEEE Int Conf Healthc Inform. 2022:288-296.

Sun Z, Lin M, Zhu Q, Xie Q, Wang F, Lu Z, Peng Y.  2023.  A scoping review on multimodal deep learning in biomedical images and texts.. J Biomed Inform. 146:104482.

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

Han Y, Chen C, Tang L, Lin M, Jaiswal A, Wang S, Tewfik A, Shih G, Ding Y, Peng Y.  2021.  Using Radiomics as Prior Knowledge for Thorax Disease Classification and Localization in Chest X-rays.. AMIA Annu Symp Proc. 2021:546-555.