Comparison of Vocal Biomarkers for Depression and Anxiety to Formal Clinical Assessments

Status unconfirmed

Conditions studied: Depression/Anxiety

In brief

Participants will be recruited to complete self reported surveys normally used as standards of care for screening and monitoring depression and anxiety symptom severity, provide a voice sample composed of an answer to open ended questions and then be assessed by a mental health professional using structured and clinically validated assessment tools for depression and anxiety. Their voice will be analyzed by machine learning models that predict the severity of depression and anxiety symptoms. The models' performance will be compared to the clinician assessments and how that correlation compares to a similar comparison between the clinician assessments with the self reported surveys. It is hypothesized that the performance of the machine learning models in assessing the severity of depression and anxiety symptoms is no worse than the self reported surveys when both are compared to clinician assessments. It is also hypothesized that presence or absence of the diagnoses of Major Depressive Disorder and Generalized Anxiety Disorder can be predicted better than chance by the analysis of the participant's voice sample using machine learning models.

Key facts

Study ID

NCT06464575

Run by

Ellipsis Health

People needed

540

Starts

2024-01-12

Expected to finish

2024-06-01

Last updated by the study team

2024-06-18

Who can join

Age: 18 and older. Sex: any. Healthy volunteers: accepted.

You may qualify if…

• Native speaker or conversant in English
• Access to smartphone or computer with microphone
• Provision of esigned and dated informed consent form
• Willingness to adhere to the study protocol
• To participate in the subsequent clinical interview portion of this study in addition to the above inclusion criteria, a participant must provide an evaluable and qualified voice sample.

You may not qualify if…

• Speech impairments or other conditions that impact their ability to speak clearly
• Under the influence of recreational drugs or alcohol
• Ill or experiencing heavy allergies or temporary conditions affecting respiration, voice, or speaking.

Where it is running

• Ellipsis Health — San Francisco, California, United States

Full record on ClinicalTrials.gov

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