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The proposal outlines the development of a new telemedicine platform that incorporates pseudo time series (PTS) analysis to mimic the progression of patient health conditions using cross-sectional data. The platform aims to revolutionize real-time disease trajectory monitoring and intervention, addressing the limitations of existing telehealth systems that lack dynamic temporal analysis. The preliminary findings highlight the feasibility of constructing pseudo-temporal trajectories that effectively mirror disease progression, thereby facilitating timely and personalized medical interventions.

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Integrating Pseudo-time Series Analysis Into Telemedicine: Enhancing Real-Time Disease Monitoring and Intervention

  • 会议论文

  • 发表日期：

    2025年

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  • Barbara Puccio

摘要

The proposal outlines the development of a new telemedicine platform that incorporates pseudo time series (PTS) analysis to mimic the progression of patient health conditions using cross-sectional data. The platform aims to revolutionize real-time disease trajectory monitoring and intervention, addressing the limitations of existing telehealth systems that lack dynamic temporal analysis. The preliminary findings highlight the feasibility of constructing pseudo-temporal trajectories that effectively mirror disease progression, thereby facilitating timely and personalized medical interventions.