HealthFormer is a generative multimodal transformer that forecasts individual physiological trajectories and simulates clinical interventions, outperforming clinical risk scores on disease prediction and matching trial outcomes in direction and often magnitude.
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annbatch is an out-of-core mini-batch loader for anndata that increases data loading throughput by up to 10x and reduces training time from days to hours on terabyte-scale biological datasets.
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Simulating clinical interventions with a generative multimodal model of human physiology
HealthFormer is a generative multimodal transformer that forecasts individual physiological trajectories and simulates clinical interventions, outperforming clinical risk scores on disease prediction and matching trial outcomes in direction and often magnitude.
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annbatch unlocks terabyte-scale training of biological data in anndata
annbatch is an out-of-core mini-batch loader for anndata that increases data loading throughput by up to 10x and reduces training time from days to hours on terabyte-scale biological datasets.