Dimensions overall score 7.0

• annbatch enables out-of-core training directly on disk-backed datasets for biological datamethod 95%
• annbatch increases loading throughput by up to an order of magnitude compared to existing methodsresult 90%
• annbatch shortens training time from days to hours for terabyte-scale biological datasetsresult 90%
• annbatch is fully compatible with the scverse ecosystem for biological data analysistechnical 95%
• annbatch addresses the bottleneck where data access rather than model computation limits training of large biological datasetstechnical 85%
• annbatch supports heterogeneous metadata, sparse and dense assays, and downstream analysis within established computational ecosystemstechnical 80%
• annbatch allows increasingly large and diverse biological datasets to be used without abandoning standard biological data formatsmarket 85%
• annbatch establishes a practical data-loading infrastructure for scalable biological AImarket 80%

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