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Integrating Static and Dynamic Data for Improved Prediction of Cognitive Declines Using Augmented Genotype-Phenotype Representations

AAAI 2021 · Probabilistic and scientific modeling › Molecules and proteins · approach: Statistical analysis of ML practice · 2 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Apply the proposed augmentation to the representationRR · SNP + FS + VBM; RAVLT TOTRMSE: 0.1821 -> 0.1328Helped
Apply the proposed augmentation to the representationRR · SNP + FS + VBM; RAVLT 30RMSE: 0.2452 -> 0.2204Helped
Apply the proposed augmentation to the representationRR · SNP + FS + VBM; RAVLT RECOGRMSE: 0.2458 -> 0.2223Helped
Apply the proposed augmentation to the representationRR · SNP + FS + VBM; ADASRMSE: 0.3056 -> 0.2703Helped
Apply the proposed augmentation to the representationRR · SNP + FS + VBM; FLU ANIMRMSE: 0.2568 -> 0.2272Helped
Apply the proposed augmentation to the representationRR · SNP + FS + VBM; FLU VEGRMSE: 0.2147 -> 0.1832Helped

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