| Predictive and causal implications of using shapley value for model interpretation S Ma, R Tourani Proceedings of the 2020 KDD workshop on causal discovery, 23-38, 2020 | 51 | 2020 |
| Applying machine learning across sites: external validation of a surgical site infection detection algorithm Y Zhu, GJ Simon, EC Wick, Y Abe-Jones, N Najafi, A Sheka, R Tourani, ... Journal of the American College of Surgeons 232 (6), 963-971. e1, 2021 | 20 | 2021 |
| Dilution of molecular–pathologic gene signatures by medically associated factors might prevent prediction of resection status after debulking surgery in patients with advanced … F Heitz, S Kommoss, R Tourani, A Grandelis, L Uppendahl, C Aliferis, ... Clinical Cancer Research 26 (1), 213-219, 2020 | 15 | 2020 |
| Strategies for building robust prediction models using data unavailable at prediction time H Yang, R Tourani, Y Zhu, V Kumar, GB Melton, M Steinbach, G Simon Journal of the American Medical Informatics Association 29 (1), 72-79, 2022 | 12 | 2022 |
| Need for emergent intervention within 6 hours: A novel prediction model for hospital trauma triage R Morris, BS Karam, EJ Zolfaghari, B Chen, T Kirsh, R Tourani, DJ Milia, ... Prehospital Emergency Care 26 (4), 556-565, 2022 | 10 | 2022 |
| Causal analysis identifies small HDL particles and physical activity as key determinants of longevity of older adults VB Kraus, S Ma, R Tourani, GG Fillenbaum, BM Burchett, DC Parker, ... EBioMedicine 85, 2022 | 9 | 2022 |
| Patient heterogeneity and the J-curve relationship between time-to-antibiotics and the outcomes of patients admitted with bacterial infection MG Usher, R Tourani, B Webber, CJ Tignanelli, S Ma, L Pruinelli, ... Critical care medicine 50 (5), 799-809, 2022 | 9 | 2022 |
| The value of aggregated high-resolution intraoperative data for predicting post-surgical infectious complications at two independent sites R Tourani, DH Murphree, G Melton-Meaux, E Wick, DJ Kor, GJ Simon MEDINFO 2019: Health and Wellbeing e-Networks for All, 398-402, 2019 | 9 | 2019 |
| Developing a clinico-molecular test for individualized treatment of ovarian cancer: the interplay of precision medicine informatics with clinical and health economics dimensions B Winterhoff, S Kommoss, F Heitz, GE Konecny, SC Dowdy, SA Mullany, ... AMIA annual symposium proceedings 2018, 1093, 2018 | 9 | 2018 |
| Overcoming gaps: regional collaborative to optimize capacity management and predict length of stay of patients admitted with COVID-19 MG Usher, R Tourani, G Simon, C Tignanelli, B Jarabek, CE Strauss, ... JAMIA open 4 (3), ooab055, 2021 | 4 | 2021 |
| Significant overall survival improvement in proliferative subtype ovarian cancer patients receiving bevacizumab. S Kommoss, F Heitz, BJN Winterhoff, C Wang, J Sehouli, C Aliferis, ... Journal of Clinical Oncology 36 (15_suppl), 5520-5520, 2018 | 4 | 2018 |
| Prediction of post-operative residual disease in advanced-stage ovarian cancer (AOC) using whole transcriptome expression: An exploratory analysis of the AGO-OVAR 11 (ICON7) trial. F Heitz, S Kommoss, BJN Winterhoff, C Aliferis, A Burges, C Wang, ... Journal of Clinical Oncology 36 (15_suppl), 5550-5550, 2018 | 4 | 2018 |
| Local causal pathway discovery for single-cell RNA sequencing count data: a benchmark study S Ma, J Wang, C Bieganek, R Tourani, C Aliferis Journal of Translational Genetics and Genomics 7 (1), 50-65, 2023 | 3 | 2023 |
| min-SIA: a lightweight algorithm to predict the risk of 6-month mortality at the time of hospital admission N Sahni, R Tourani, D Sullivan, G Simon Journal of general internal medicine 35, 1413-1418, 2020 | 3 | 2020 |
| Consensus modeling: A transfer learning approach for small health systems R Tourani, DH Murphree, Y Zhu, A Sheka, GB Melton, DJ Kor, GJ Simon Artificial Intelligence in Medicine: 18th International Conference on …, 2020 | 2 | 2020 |
| Consensus modeling: Safer transfer learning for small health systems R Tourani, DH Murphree, A Sheka, GB Melton, DJ Kor, GJ Simon Artificial Intelligence in Medicine, 102899, 2024 | 1 | 2024 |
| Robust methods for quantifying the effect of a continuous exposure from observational data R Tourani, S Ma, M Usher, GJ Simon IEEE journal of biomedical and health informatics 26 (11), 5728-5737, 2022 | 1 | 2022 |
| Innovative method to build robust prediction models when gold-standard outcomes are scarce Y Zhu, R Tourani, A Sheka, E Wick, GB Melton, G Simon Artificial Intelligence in Medicine: 18th International Conference on …, 2020 | 1 | 2020 |
| Comparing Causal Bayesian Networks Estimated from Data S Ma, R Tourani Entropy 26 (3), 228, 2024 | | 2024 |
| Causal Structure Learning from Imperfect Longitudinal Data in Healthcare H Yang, R Tourani, J Li, P Caraballo, M Steinbach, V Kumar, G Simon 2023 IEEE 11th International Conference on Healthcare Informatics (ICHI), 1-11, 2023 | | 2023 |
