Abstract: Highlights•A DSS can optimally discriminate healthy, MCI and dementia from the ROCF copy test.•Explainable machine-learning methods support the interpretation of the ROCF result.•Computer vision and deep learning can support pattern analysis and interpretation.•Retrospective data is the appropriate data set to further improve the DSS performance.
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