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Voice collection Voice feature analysis Tool development Clinical diagnosis Diagnosis support
Feature Model Risk
Standardiaed Intervention
extraction selection assessment
acquisition
Feature
Model training Non⁃risk Risk
classification
& validation
Quality
assessment Follow⁃up
assessment
Feature Diagnostic
selection decision
Unqualified Qualified
Fauked Passed
Effect
Excluded Confirmed
monitoring
Data acquisition center（speech+ Referral coordination
multimodal data） system
Main process Referral transfer Optimization feedback System collaboration
图1 结合语音特征分析的ASD诊断闭环技术框架
Figure 1 A closed⁃loop technical framework for ASD diagnosis incorporating voice feature analysis
［参考文献］ for language and communication disorders in children
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e15735
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dren［J］. Autism Res，2022，15（4）：653-664
［3］ 美国精神医学学会. 精神障碍诊断与统计手册［M］. 北 ［8］ MARTINEZ ⁃ LUCAS L，ABDELWAHAB M，BUSSO C.
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American Psychiatric Association. Diagnostic and statisti⁃ Baixas：ISCA，2020
cal manual of mental disorders［M］. Beijing：Peking Uni⁃ ［9］ KHOZAEI A，MORADI H，HOSSEINI R，et al. Early
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［4］ LORD C，RUTTER M，DILAVORE P C，et al. ADOS⁃2. PLoS One，2020，15（12）：e0241690
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vation schedule［M］. Torrance，CA：Western Psychologi⁃ based longitudinal study of vocalization behaviors across
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