Immersive Design Primitives and Decision-Making: A Systematic Review of Mechanisms and Outcomes.

Safa Elkefi

Safa Elkefi Salma Bhar Tounsi Achraf Duxiao Hao Immersive Design Primitives and Decision-Making: A Systematic Review of Mechanisms and Outcomes. 2026 15 Comput. 7 https://doi.org/10.3390/computers15070421 db/journals/computers/computers15.html#ElkefiBAH26 streams/journals/computers

Safa Elkefi Jason Wallen Patient-centered design requirements for a virtual reality supportive care system in lung cancer: a qualitative study. 2026 106562 219 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2026.106562 db/journals/ijmi/ijmi219.html#ElkefiW26 streams/journals/ijmi

Yuqiao Meng Luoxi Tang Dazheng Zhang Rafael Brens Elvys J. Romero Nancy Guo Safa Elkefi Zhaohan Xi Small Agent Group is the Future of Digital Health. 2026 February abs/2602.08013 CoRR https://doi.org/10.48550/arXiv.2602.08013 db/journals/corr/corr2602.html#abs-2602-08013 streams/journals/corr

Safa Elkefi Polly Wu Roa Sabra Steven Feiner Lanyi Chen Guy C. Hembroff Alicia K. Matthews Systematic review on the technology's role in supporting lung cancer patients in the treatment journey. 2025 8 npj Digit. Medicine 1 https://doi.org/10.1038/s41746-025-01913-7 db/journals/npjdm/npjdm8.html#ElkefiWSFCHM25 streams/journals/npjdm

Avishek Choudhury Safa Elkefi Corrigendum: Acceptance, initial trust formation, and human biases in artificial intelligence: focus on clinicians. 2024 6 Frontiers Digit. Health https://doi.org/10.3389/fdgth.2024.1334266 db/journals/fdgth/fdgth6.html#ChoudhuryE24

Safa Elkefi Safa Bhar Layeb Telemedicine's future in the post-Covid-19 era, benefits, and challenges: a mixed-method cross-sectional study. 2639-2653 2023 November 42 Behav. Inf. Technol. 15 https://doi.org/10.1080/0144929x.2022.2137060 db/journals/behaviourIT/behaviourIT42.html#ElkefiL23

Safa Elkefi Dario Trapani Sean Ryan The role of digital health in supporting cancer patients' mental health and psychological well-being for a better quality of life: A systematic literature review. 105065 2023 August 176 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2023.105065 db/journals/ijmi/ijmi176.html#ElkefiTR23

Safa Elkefi Onur Asan The health information technology preferences and perceptions of newly diagnosed patients with cancer. 105275 2023 December 180 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2023.105275 db/journals/ijmi/ijmi180.html#ElkefiA23

Onur Asan Safa Elkefi Katharine N. Clouser Stephen Percy Using health information technology to support the needs of Children with Medical Complexity: Mapping review of consumer informatics applications. 2022 4 Frontiers Digit. Health https://doi.org/10.3389/fdgth.2022.992838 db/journals/fdgth/fdgth4.html#AsanECP22

Avishek Choudhury Safa Elkefi Acceptance, initial trust formation, and human biases in artificial intelligence: Focus on clinicians. 2022 4 Frontiers Digit. Health https://doi.org/10.3389/fdgth.2022.966174 db/journals/fdgth/fdgth4.html#ChoudhuryE22

Tounsi Achraf Safa Elkefi Safa Bhar Layeb On Coupling a Content-Based Routing Process with a Multi-label Residual Convolutional Neural Network Text Classifier. 3-13 2022 ICO https://doi.org/10.1007/978-3-031-19958-5_1 db/conf/ico/ico2022.html#AchrafEL22

Safa Elkefi Onur Asan How technology impacts communication between cancer patients and their health care providers: A systematic literature review. 104430 2021 149 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2021.104430 db/journals/ijmi/ijmi149.html#ElkefiA21

Safa Elkefi Onur Asan Mo Mansouri Change management and continuous improvement for Smarter Care: A Systems Viewpoint. 1-7 2021 ISSE https://doi.org/10.1109/ISSE51541.2021.9582529 conf/isse2/2021 db/conf/isse2/isse2021.html#ElkefiAM21 Avishek Choudhury Safa Elkefi Onur Asan Using Text Mining to Analyze Doctor-Patient Verbal Communication: A Geriatric Depression Case Study. 1-8 2020 ICHI https://doi.org/10.1109/ICHI48887.2020.9374382 conf/ichi/2020 db/conf/ichi/ichi2020.html#ChoudhuryEA20 Safa Elkefi Onur Asan Avishek Choudhury The Impact of Double Screen Electronic Health Records on Doctor-Patient Verbal Communication and Sentiment: Comparing White Americans and African Americans. 1-3 2020 ICHI https://doi.org/10.1109/ICHI48887.2020.9374308 conf/ichi/2020 db/conf/ichi/ichi2020.html#ElkefiAC20 Avishek Choudhury Safa Elkefi Onur Asan Impact of Gender on Doctor-Patient Communication and Emotion: Exploratory Analysis. 1-10 2020 ISSE https://doi.org/10.1109/ISSE49799.2020.9272228 conf/isse2/2020 db/conf/isse2/isse2020.html#ChoudhuryEA20 Tounsi Achraf Onur Asan Salma Bhar Rafael Brens Lanyi Chen Avishek Choudhury Katharine N. Clouser Steven K. FeinerSteven Feiner Nancy Guo Duxiao Hao Guy C. Hembroff Safa Bhar Layeb Mo Mansouri Alicia K. Matthews Yuqiao Meng Stephen Percy Elvys J. Romero Sean Ryan Roa Sabra Luoxi Tang Dario Trapani Jason Wallen Polly Wu Zhaohan Xi Dazheng Zhang