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-oriented perspective, this project will generate harmonized metrics that enable consistent, transparent, and comparable assessments across regions and practices, while simultaneously providing new scientific
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-Saclay region and is easily accessible by public transportation from Paris. More information is available at https://www.ip-paris.fr . The candidate will join the doctoral school of the Institut
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-based AI for multidisciplinary tumor boards. The successful candidate will develop LLM-based pipelines, semantic harmonization, and transformer-based temporal models on a large multimodal oncology dataset
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work programme is structured around the following main activities: Compilation, harmonization, and exploratory data analysis, Development of the predictive framework, Validation using synthetic datasets
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of interest are harmonic analysis, operator theory, computer algebra, optimisation and complex analysis. Other key research themes at the department are mathematical statistics, applied mathematics, computer
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well as features representing regional function; developing and testing methods for regional blood flow and ventilation; and utilizing output of quantitative image analysis methods together with subject demographic