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MotionAnalysis.Health

We achieved 79.8% accuracy in a study predicting Mild Cognitive Impairment (MCI) purely based on cursor movement analysis.
MotionAnalsysis health

Mild cognitive impairment (MCI) has 10%–20% prevalence in the population above the age of 65, and a significant portion of these people will go on to develop dementia later in their lives. However, if MCI is detected early, preventative measures can be taken to delay the onset of severe symptoms. Current diagnostic methods for MCI are not suitable for regular wide-scale screening. Advances in machine learning algorithms in combination with digital movement data offer rich possibilities for automated MCI detection. We introduced a machine learning model that effectively predicts MCI based on only a few seconds of computer mouse movement. To our knowledge, studies directly comparable to ours have not been done before. On a dataset of 70 participants, we demonstrated 80% accuracy in distinguishing healthy controls from patients with MCI. This gives an opportunity to develop a cost-efficient and easy-to-use screening method that could aid the work of healthcare professionals.

Projects evaluation criteria

Level of Impact
40%
Scalability
30%
Transparency
20%
H-Factor
10%

Impact

100%

Scalability

100%

Transparency

100%

H-Factor

100%

Overall Score

100%

Voices of the Community

19 Votes
VoterImpactScalabilityTransparencyH-FactorOverall
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akosmolnar
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Freddy Fazbear
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tzelczer@yahoo.com
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zoliGA
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OlgaT
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nora
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Ktzsuzsi
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gbence
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ci_worker_25
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szticccs
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hcs42
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hegedenes
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denessapi
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DrenFanni
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rita.gergely
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Mate Palicz
10 10 10 10 10.00
molnarakos17
10 10 10 10 10.00
Agneschripko
10 10 10 10 10.00
B
csalint
10 10 10 10 10.00

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