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Missing values are not zero in a small TypeScript model

This AI-generated design example is illustrative and does not describe deployed SIGNUM HQ code. A feed that is unavailable and an observed zero are different states. Converting both to zero can silently change an average or a condition. type Reading = { status : ' observed ' ; value : number } | { status : ' missing ' }; function observedValue ( r : Reading ): number | null { return r . status…

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NeuroTrace: Turning Brain MRI Segmentation into an Evidence-Driven Research Workflow

This is a submission for the MLH x DEV Writing Challenge What I Built NeuroTrace — From Segmentation to Evidence. Brain MRI segmentation is an important part of computational neuroimaging research.

  • NeuroTrace streamlines brain MRI segmentation analysis workflow
  • Pretrained 3D U-Net model segments brain tumors from FLAIR MRI volumes
  • AI assistant aids researchers with result interpretation and reports

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