Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction
Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction
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Ithaca: Cornell University Library, arXiv.org
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English
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Ithaca: Cornell University Library, arXiv.org
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Complex deep learning models show high prediction tasks in various clinical prediction tasks but their inherent complexity makes it more challenging to explain model predictions for clinicians and healthcare providers. Existing research on explainability of deep learning models in healthcare have two major limitations: using post-hoc explanations a...
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Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction
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TN_cdi_proquest_journals_2581109860
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https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2581109860
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2331-8422