Diagnosis Support by Machine Learning Using Posturography DataTeruKamogashira
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Machine learning algorithms can help analyze posturography data to diagnose vestibular dysfunction. An evaluation of various algorithms found that gradient boosting had the best performance with an AUC of 0.90. While deep learning did not perform best, optimizing algorithm parameters is important. Larger, multi-institutional clinical datasets may improve machine learning's ability to accurately diagnose vestibular disorders from posturography data.
Responses from the trapezoid body in the Mongolian gerbilTeruKamogashira
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The study recorded responses from 80 fibers in the trapezoid body of the Mongolian gerbil. 26 fibers responded best to sounds in the ipsilateral ear and 54 to the contralateral ear. Many onset responses were observed, which is unusual compared to other mammals like cats. Onset responses occurred over a similar depth as primary-like responses. This suggests more diversity in response types of neurons in the gerbil anteroventral cochlear nucleus than in cats.
Diagnosis Support by Machine Learning Using Posturography DataTeruKamogashira
?
Machine learning algorithms can help analyze posturography data to diagnose vestibular dysfunction. An evaluation of various algorithms found that gradient boosting had the best performance with an AUC of 0.90. While deep learning did not perform best, optimizing algorithm parameters is important. Larger, multi-institutional clinical datasets may improve machine learning's ability to accurately diagnose vestibular disorders from posturography data.
Responses from the trapezoid body in the Mongolian gerbilTeruKamogashira
?
The study recorded responses from 80 fibers in the trapezoid body of the Mongolian gerbil. 26 fibers responded best to sounds in the ipsilateral ear and 54 to the contralateral ear. Many onset responses were observed, which is unusual compared to other mammals like cats. Onset responses occurred over a similar depth as primary-like responses. This suggests more diversity in response types of neurons in the gerbil anteroventral cochlear nucleus than in cats.