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Method for making prediction model for sleep apnea syndrome and method for predicting sleep apnea syndrome by using the same model
Method for making prediction model for sleep apnea syndrome and method for predicting sleep apnea syndrome by using the same model
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机译:睡眠呼吸暂停综合症预测模型的建立方法及使用该模型的睡眠呼吸暂停综合症的预测方法
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摘要
Provided are a method for producing a model capable of predicting sleep apnea syndrome with high accuracy by using breathing sound or snoring sound of a sleeping person, and a method for predicting sleep apnea syndrome by using the model. The method for producing a prediction model for sleep apnea syndrome comprises the following steps of: preparing audio data obtained by recording breathing sound of each subject while a subject group consisting of a plurality of subjects is in a sleeping state; removing noise from the audio data; dividing the audio data into predetermined breathing cycle units, wherein each of the divided audio data is called a window; extracting an audio feature related to a feature of breathing sound for each window; and producing a prediction model for sleep apnea syndrome by performing machine learning on the subject group by using the audio feature of each subject and an apnea-hypopnea index as variables.
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