Identification of Depressive and Anxiety Symptoms Among a Sample of Emergency Department Patients Using Artificial Intelligence (AI) Technology
试验速览
- 阶段
- 不适用
- 状态
- 尚未招募
- 入组人数
- 30
- 试验地点
- 2
- 主要终点
- Percentage of participants who score 10-14 on the PHQ-9
研究概览
简要总结
Behavioral health problems, such as depression and anxiety, are common yet often are not identified by emergency department doctors and nurses. These mental health conditions can be due to medical issues or can worsen medical problems. One way investigators hope to do a better job of learning about mental health is by training Artificial Intelligence (AI) software to detect anxiety and depression by analyzing facial expression and tone of voice.
Participants are invited to participate in a study which may help improve emergency department care. An audio and video recording of the participant's responses to some simple, non-psychological questions will be analyzed by a computer to determine whether investigators can assess mood and anxiety by analyzing speech and visual patterns. The audio and video will not be listened to nor watched by study personnel, only analyzed by a computer. The investigator's hope is that it will help others in the future by aiding in the assessment of psychological state. This study is being conducted at CMC ED only.
研究设计
- 研究类型
- Interventional
- 分配方式
- Na
- 干预模型
- Single Group
- 主要目的
- Screening
- 盲法
- None
入排标准
- 年龄范围
- 18 Years 至 —（Adult, Older Adult）
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Adult patients (age 18 and over) who presents to the UHCMC ED voluntarily with no obvious psychological disturbance by self-report or nurse/provider initial assessment
- •English-speaking
- •Patients with non-emergent concerns of Emergency Severity Index (ESI) level 3, 4, or 5
排除标准
- •Prisoners
- •Patients who are deemed to be critically ill (including life or limb threatening illness) or unable to consent
- •Non-English Speaking
研究组 & 干预措施
Participants seen at University Hospitals Cleveland Medical Center Emergency Department
Eligible patients must present with non-emergent concerns of Emergency Severity Index (ESI) level 3, 4, or 5. Patients will complete assessments and questionnaires and end with being recorded reading a story to capture facial expressions and audio cues.
干预措施: Biometrics (or AI Biomaker) (Device)
结局指标
主要结局
Percentage of participants who score 10-14 on the PHQ-9
时间窗: Baseline
Patient Health Questionnaire (PHQ-9) is a multipurpose instrument for screening, diagnosing, monitoring, and measuring severity of depression. Questions are scored on a Likert scale of 0-3 with 0 being not at all and 3 being nearly every day.
Number of participants that AI screened positive for moderate depression symptoms.
时间窗: Baseline
Number of participants that AI screened positive for moderate anxiety symptoms.
时间窗: Baseline
Percentage of participants who score 5-9 on the PHQ-9
时间窗: Baseline
Patient Health Questionnaire (PHQ-9) is a multipurpose instrument for screening, diagnosing, monitoring, and measuring severity of depression. Questions are scored on a Likert scale of 0-3 with 0 being not at all and 3 being nearly every day.
Number of participants that AI screened positive for severe depression screening
时间窗: Baseline
Number of participants that AI screened positive for mild anxiety symptoms.
时间窗: Baseline
Number of participants that AI screened positive for severe anxiety symptoms.
时间窗: Baseline
Percentage of participants who score 15-19 on the PHQ-9
时间窗: Baseline
Patient Health Questionnaire (PHQ-9) is a multipurpose instrument for screening, diagnosing, monitoring, and measuring severity of depression. Questions are scored on a Likert scale of 0-3 with 0 being not at all and 3 being nearly every day.
Percentage of participants who score 20-27 on the PHQ-9
时间窗: Baseline
Patient Health Questionnaire (PHQ-9) is a multipurpose instrument for screening, diagnosing, monitoring, and measuring severity of depression. Questions are scored on a Likert scale of 0-3 with 0 being not at all and 3 being nearly every day.
Percentage of participants who score 5-9 on the GAD-7
时间窗: Baseline
Generalized Anxiety Disorder (GAD-7) is a easy to preform initial screening tool for generalized anxiety disorder. Questions are scored on a Likert scale of 0-3 with 0 being not at all and 3 being nearly every day.
Percentage of participants who score 10-14 on the GAD-7
时间窗: Baseline
Generalized Anxiety Disorder (GAD-7) is a easy to preform initial screening tool for generalized anxiety disorder. Questions are scored on a Likert scale of 0-3 with 0 being not at all and 3 being nearly every day.
Percentage of participants who score above 15 on the GAD-7
时间窗: Baseline
Generalized Anxiety Disorder (GAD-7) is a easy to preform initial screening tool for generalized anxiety disorder. Questions are scored on a Likert scale of 0-3 with 0 being not at all and 3 being nearly every day.
Number of participants that AI screened positive for moderately severe depression symptoms.
时间窗: Baseline
Number of participants that AI screened positive for mild depression symptoms.
时间窗: Baseline
次要结局
未报告次要终点
研究者
Kiran Faryar, MD
Physician
University Hospitals Cleveland Medical Center