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Completed
AInfants - Closing the gap between state-of-the-art machine learning and real-world clinical datasets of infant neurodevelopment
FunderResearch Council of Finland
Funder Contribution €216,440.00
Duration01 Sep 2021 - 31 Aug 2024
Call for proposalPostdoctoral Researcher 2020
Project code343498
Identifiers
Project timeline100%
Description
There is an urgent need to develop out-of-hospital methods for monitoring health. For instance, over 10% of infants develop with a risk of lifelong neurodevelopmental compromise, however an optimal treatment would require very early detection of abnormal motility. The greatest bottlenecks in achieving this goal are caused by poor scalability and high subjectivity in the current diagnostic methods. Machine learning based solutions hold great promise in alleviating these problems, but the application of state-of-the-art machine learning methodology to novel clinical data domains involves many challenges. The AInfants project aims to close this gap by addressing two of the most pressing challenges: First, an efficient utilization of unlabelled data, and second, resolving the inherent ambiguity from inter-rater variability in annotated datasets. The developed methods are mainly applied in the context of infant movement analysis based on novel intelligent wearables.
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downloads 72
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There is an urgent need to develop out-of-hospital methods for monitoring health. For instance, over 10% of infants develop with a risk of lifelong neurodevelopmental compromise, however an optimal treatment would require very early detection of abnormal motility. The greatest bottlenecks in achieving this goal are caused by poor scalability and high subjectivity in the current diagnostic methods. Machine learning based solutions hold great promise in alleviating these problems, but the application of state-of-the-art machine learning methodology to novel clinical data domains involves many challenges. The AInfants project aims to close this gap by addressing two of the most pressing challenges: First, an efficient utilization of unlabelled data, and second, resolving the inherent ambiguity from inter-rater variability in annotated datasets. The developed methods are mainly applied in the context of infant movement analysis based on novel intelligent wearables.
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Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. Provider Academic Bibliometrics & Assessment Computational Utility Service Expiration Session Name greekSession Description Stores the user session ID for Academic Bibliometrics & Assessment Computational Utility Service. 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