AcceXible Speech-Based Screening for Depression and Anxiety in University Students (UAQ, Mexico)
Validación Del Sistema de Cribaje y de Seguimiento de Accexible Para depresión y Ansiedad en el Entorno Del Alumnado de la Universidad Autónoma de Querétaro
Major depressive disorder (MDD) and anxiety are increasingly prevalent among university student populations, yet early detection remains reliant on psychometric instruments tied to diagnostic criteria (e.g., PHQ-9, GAD). Emerging evidence suggests that depression affects both the acoustic properties and content of speech, making speech analysis a promising candidate as a digital biomarker for early screening.
This study evaluates the validity of acceXible, a speech-based machine learning platform, for the detection and monitoring of depression and anxiety in the student population of the Universidad Autónoma de Querétaro, Mexico. AcceXible captures spontaneous speech through open-ended interview tasks and applies automated acoustic and linguistic analysis.
The primary objective is to evaluate the validity of the acceXible spontaneous speech analysis system for depression and anxiety screening, assessed against the PHQ and GAD scales as reference standards. Secondary objectives include examining associations between speech-derived variables and other study measures, evaluating participant engagement with digital mental health resources, assessing user satisfaction with the platform, and analyzing longitudinal changes in scores across follow-up assessments.
研究概览
研究类型
注册 (估计的)
联系人和位置
学习联系方式
- 姓名:Dra. Olga Patricia García Obregón
- 电话号码:5322 +52 442 192 1200
- 邮箱:olga.garcia@uaq.mx
学习地点
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Querétaro
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Querétaro City、Querétaro、墨西哥
- Universidad Autonoma de Queretaro
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参与标准
资格标准
适合学习的年龄
- 孩子
- 成人
接受健康志愿者
取样方法
研究人群
描述
Inclusion Criteria:
- Provision of voluntary written informed consent
- Age 16-25 years
- Current enrollment at BUAP
- Spanish language proficiency
- Access to a mobile device with internet connectivity
- Ability to understand and follow basic acceXible usage instructions
Exclusion Criteria:
- Refusal to participate
- Psychomotor agitation
- Sensory impairment (visual or auditory)
- Cognitive impairment
学习计划
研究是如何设计的?
设计细节
研究衡量的是什么?
主要结果指标
结果测量 |
措施说明 |
大体时间 |
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acceXible在抑郁和焦虑筛查中的诊断准确性
大体时间:基线
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与作为参考标准的经过验证的西班牙语版PHQ-9和GAD-7相比,acceXible语音分析系统的灵敏度、特异性和阳性预测值。
灵敏度定义为正确分类具有异常分数参与者的概率;特异性定义为正确分类未受影响参与者的概率;阳性预测值定义为被acceXible标记的参与者确实符合抑郁或焦虑标准的概率。 |
基线
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合作者和调查者
研究记录日期
研究主要日期
学习开始 (估计的)
初级完成 (估计的)
研究完成 (估计的)
研究注册日期
首次提交
首先提交符合 QC 标准的
首次发布 (实际的)
研究记录更新
最后更新发布 (实际的)
上次提交的符合 QC 标准的更新
最后验证
更多信息
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