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A comparison of methods to generate adaptive reference ranges in longitudinal monitoring

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Learning Normal Representations for Blood Biomarkers

cs.LG · 2026-05-18 · unverdicted · novelty 6.0

NORMA, a conditional transformer framework, generates blood biomarker reference intervals by conditioning on patient history and population priors, outperforming pure personalization in predicting clinical outcomes such as mortality and kidney injury.

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  • Learning Normal Representations for Blood Biomarkers cs.LG · 2026-05-18 · unverdicted · none · ref 34

    NORMA, a conditional transformer framework, generates blood biomarker reference intervals by conditioning on patient history and population priors, outperforming pure personalization in predicting clinical outcomes such as mortality and kidney injury.