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Open enrollment study to collect data for the optimization of machine learning models for use in an app for the early detection of mental health and suicidal risk.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Case | Any person receiving services from a mental health provider who is able to either consent or for whom parental consent is able to be obtained. |
|
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| MHSAFE app recording | Behavioral | Participants are asked a series of questions to elicit their feelings and emotions as part of an audio recorded interview along with their normal therapy session. |
| Measure | Description | Time Frame |
|---|---|---|
| Detection of Mental Health State | Optimize machine learning models will detect the presence of a mental state as evidenced by scores on standardized tests and clinical assessment. | 1 year |
| Measure | Description | Time Frame |
|---|---|---|
| Demonstrate the Usability of the platform | Demonstrate the usability of the MHSAFE recording platform and the dashboard output in different settings, including outpatient community mental health settings, schools (K-12), colleges/universities, and residential mental health facilities. | 1 year |
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Inclusion Criteria:
Exclusion Criteria:
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The study employs a cohort design, using open and rolling recruitment of MHP participants at multiple locationssites nationally. We will recruit from mental health therapy practices, schools (using school based MHPs), community mental health agencies, or colleges/universities (counseling centers). Participating MHPs will begin enrolling client participants after completing the online protocol training and brief human subject's protection training. Recruitment will continue on a rolling basis until 2000 client participants have been enrolled and 6000 sessions have been recorded.
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Clarigent Health | Recruiting | Mason | Ohio | 45040 | United States |
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| ID | Term |
|---|---|
| D013405 | Suicide |
| D013406 | Suicide, Attempted |
| D059020 | Suicidal Ideation |
| D003863 | Depression |
| D001008 | Anxiety Disorders |
| D000374 | Aggression |
| D000067073 | Psychological Trauma |
| ID | Term |
|---|---|
| D016728 | Self-Injurious Behavior |
| D001526 | Behavioral Symptoms |
| D001519 | Behavior |
| D001523 | Mental Disorders |
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Audio recorded voice samples
| D000096762 |
| Aberrant Motor Behavior in Dementia |
| D012919 | Social Behavior |
| D040921 | Stress Disorders, Traumatic |
| D000068099 | Trauma and Stressor Related Disorders |