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Longitudinal Spatial-Nonspatial Decision Support for Competing Outcomes in Head and Neck Cancer Therapy


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Botto, F., Canhuate, G., Zhang, X., Fuller, C.D., Marai, G.E.
FlavorCharter: Development of a Smartphone App for Quantifying Food Flavor
Workshop on Computational Gastronomy: Data Science for Food and Cooking (CoGamy) at the International Conference on Data Mining (ICDM) 2025, Washington, DC, pp. 1-7
November 12, 2025
Nipu, N., van Dijk, L., Canahuate, G., Fuller, C.D., Marai, G.E.
Lessons from the Development and Deployment of an Interactive Oncological Risk Estimator
VAHC 2025 (16th workshop on Visual Analytics in Healthcare), in conjunction with IEEE VIS 2025, Vienna, Austria, pp. 1-7
November 2, 2025
Externally validated digital decision support tool for time-to-osteoradionecrosis risk-stratification using right-censored multi-institutional observational cohorts
April 11, 2025
Anyimadu, E. A., Wang, Y., Floricel, C., Kamel, S., Fuller, C. D., Zhang, X., Marai, G. E., Canahuate, G. M.
PRO-Based Stratification Improves Model Prediction for Toxicity and Survival of Head and Neck Cancer Patients
IEEE Journal of Biomedical and Health Informatics, vol 29, no 2, pp. 807-814
February 25, 2025
Wentzel, A.
Visual Computing Design for Explainable, Spatially-aware Machine Learning
Submitted as partial fulfillment of the requirements for the degree of Doctor of Philosophy in Computer Science, Graduate College of the University of Illinois Chicago
December 2, 2024
Anyimadu, E. A., Fuller, C. D., Zhang, X., Marai, G. E., Canahuate, G.
Collaborative Filtering for the Imputation of Patient Reported Outcomes
35th Database and Expert Systems Applications Conference (DEXA 2024), Naples, Italy, pp. 231 – 248
August 18, 2024
Wentzel, A., Attia, S., Zhang, X., Canahuate, G., Fuller, C.D., Marai. G.E.
DITTO: A Visual Digital Twin for Interventions and Temporal Treatment Outcomes in Head and Neck Cancer
IEEE Trans. Vis. Comp. Graphics, pp. 1-11
July 18, 2024
Floricel, C., Wentzel, A., Mohamed, A., Fuller, C.D., Canahuate, G., Marai, G.E.
Roses Have Thorns: Understanding the Downside of Oncological Care Delivery Through Visual Analytics and Sequential Rule Mining
IEEE Trans. Vis. Comp. Graphics, VIS 2023, pp. 1-11
October 22, 2023
Wentzel, A., Mohamed, A.S.R., Naser, M.A., Van Dijk, L.V., Hutcheson, K., Moreno, A.M., Fuller, C.D., Canahuate, G., Marai, G.E.
Multi-Organ Spatial Stratification of 3-D Dose Distributions Improves Risk Prediction of Long-Term Self-Reported Severe Symptoms in Oropharyngeal Cancer Patients Receiving Radiotherapy: Development of a Pre-Treatment Decision Support Tool.
Frontiers in Oncology
July 17, 2023
Canahuate, G., Wentzel, A, Mohamed, A.S.R., van Dijk, L.V., Vock, D.M., Elgohari, B., Elhalawani, H., Fuller, C.D, Marai, G.E.
Spatially-aware clustering improves AJCC-8 risk stratification performance in oropharyngeal carcinomas
Oral Oncology, vol 144, www.elsevier.com/locate/oraloncology, Elsevier Ltd.
June 28, 2023
van Dijk, LV, Mohamed, ASR, Ahmed, S, Nipu, N, Marai, GE, Wahid, K, Sijtsema, NM, Gunn, B, Garden, AS, Moreno, A, Hope, AJ, Langendijk, JA, Fuller, CD
Head and Neck Cancer Predictive Risk Estimator to Determine Control and Therapeutic Outcomes of Radiotherapy (HNCPREDICTOR)
European Journal of Cancer, Elsevier, Science Direct
October 21, 2022
Srabanti, S., Tran,M., Achim, V., Fuller, D., Canahuate, G., Miranda, F., Marai, G.E.
A Tale of Two Centers: Visual Exploration of Health Disparities in Cancer Care
2022 IEEE 15th Pacific Visualization Symposium (PacificVis), IEEE Xplore
April 11, 2022
Wang, Y., Canahuate, G., Van Dijk, L., Mohamed, A.S.R., Fuller, C.D., Zhang, X., Marai, G.E.
Predicting late symptoms of head and neck cancer treatment using LSTM and patient reported outcomes
25th International Database Engineering & Applications Symposium (IDEAS 2021), Montreal, QC, Canada, pp. 273–279
July 14, 2021
Patel, H., Vock, D., Marai, G.E., Fuller, C.D., Mohamed, A.S.R., Canahuate, G.
Oropharyngeal cancer patient stratification using random forest based‑learning over high‑dimensional radiomic features
Scientific Reports 2021, vol 11
July 7, 2021
Tardini, E., Zhang, X., Canahuate, G., Wentzel, A., Mohamed, A.S.R., Van Dijk, L., Fuller, C.D., Marai, G.E.
A digital twin dyad with deep Q-learning in head and neck cancer treatment
Fourth ISC Workshop on HPC Applications in Precision Medicine
June 18, 2021
Wentzel, A., Luciani, T., van Dijk, L., Taku, N., Elgohari, B., Mohamed, A.S.R., Canahuate, G., Fuller, C.D., Vock, D., Marai, G.E.
Precision association of lymphatic disease spread with radiation-associated toxicity in oropharyngeal squamous carcinomas
Radiotherapy and Oncology, vol 161, Elsevier, pp. 152–158
June 11, 2021
Biggs,M., Floricel, C., Van Dijk, L., Mohamed, A.S.R., Fuller, D., Marai G.E., Zhang, X., Canahuate, G.
Identifying Symptom Clusters Through Association Rule Mining
International Conference on Artificial Intelligence in Medicine (AIME 2021), vol 12721, Springer, Cham, pp. 491-496
June 8, 2021

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