Author

Daitaro Misawa

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#machine learning Preprint Sep 2026

Pretrained Medical Representations for the Practical Screening of Drug Repositioning Candidates

This study establishes an exploratory screening workflow for hypothesis generation and prioritization based on observational associations and introduces a Task-Adaptive Representation Approach to alleviate the over-encoding of historical prescription information within diagnostic vectors, enabling the robust prioritiza...

Yuhei Fujioka, Daitaro Misawa, Shingo Fukuma · 0 citations

#machine learning Preprint Sep 2026

In Medical Claims Data, Enhancing Predictive Performance for Major Adverse Cardiovascular Events Using Cross Attention

Results indicate that integrating the clinical structure of medical claims data using a cross-attention mechanism significantly enhances the performance of predictive models, particularly for major adverse cardiovascular events (MACE).

Yuhei Fujioka, Daitaro Misawa, Tatsuyoshi Ikenoue et al. · 1 citation