Meta-analysis of Individualized Treatment Rules via Sign-Coherency.
Optimal treatment assignment for distributed data with heterogeneous populations. Cheng JJ, Huling JD, Chen G. Machine Learning for Health. 2022 Nov. PDF
Fine Particulate Matter and Polycystic Ovarian Morphology.
Understanding the association between PM2.5 air pollution and PCOM incidence.
Fruh V, Cheng JJ, Aschengrau A, Mahalingaiah S, Lane KJ. Environmental Health. 2022 Jan. doi:10.1186/s12940-022-00835-1
Multimodal Recruitment to Study Ovulation and Menstruation Health: Internet-Based Survey Pilot Study
Recruitment strategy and protocol for a women’s health study.
Mahalingaiah S, Cheng JJ, Winter M, Rodriguez E, Fruh V, Williams A, Nguyen M, Madhavan R, Karanja P, MacRae J, Konanki SC, Lane KJ, Aschengrau A. Journal of Medical Internet Research. 2021 Apr. doi:10.2196/24716
Cognitive testing of a survey instrument for self-assessed menstrual cycle characteristics and androgen excess.
Testing and validation of survey tool for women’s health research.
Mahalingaiah, S, Cosenza, C, Cheng, JJ, Rodriguez, E, and Aschengrau, A. Fertility Research and Practice. 2020 Dec. doi:10.1186/s40738-020-00088-x
Data mining polycystic ovary morphology in electronic medical record ultrasound reports
Phenotype classifier based on regular expressions and gradient boosting. Cheng, JJ, Mahalingaiah, S. Fertility Research and Practice. 2019 Dec. doi:10.1186/s40738-019-0067-7
Impacts of Air Pollution on Gynecologic Disease: Infertility, Menstrual Irregularity, Uterine Fibroids, and Endometriosis: a Systematic Review and Commentary
Literature survey on air pollution and gynecologic disease.
Mahalingaiah S, Lane KJ, Kim C, Cheng JJ, Hart JE. Current Epidemiology Reports. 2018 Sep. doi:10.1007/s40471-018-0157-9
Perimenarchal Air Pollution Exposure and Menstrual Disorder
Understanding the association between total suspended particulate exposure around menarche and menstrual disorders.
Mahalingaiah S, Missmer SE, Cheng JJ, Chavarro J, Laden F, Hart JE. Human Reproduction. 2018 Mar. doi:10.1093/humrep/dey005
Cardiovascular risk factors among women with self-reported infertility
Understanding the association between CVD risk factors and ovulatory disorder infertility.
Mahalingaiah S, Sun F, Cheng JJ, Chow ET, Lunetta KL, Murabito JM. Fertility Research and Practice. 2017 Apr. doi:10.1186/s40738-017-0034-0