I'm a psychology student from Singapore, and would like to find out what current and prospective practitioners (psychiatrists, clinical psychologists, therapists etc.) think about using data analytics to help improve current diagnostic and treatment monitoring methods.
I thought of using video analytics software that is able capture affective data in real-time and objectively for mental health monitoring. The purpose of this is to help mental health practitioners (MHPs) to understand more about patients' wellbeing and behaviours outside of consultation hours, and also get more objective data instead of relying on self-reports.
This will be done by installing a small camera in the patient's home (such as the bedroom) and this camera will be connected via wifi to the MHP's software database.
It will have motion sensors to detect the presence of the patient, and using affective video analytics software, get data and churn out statistical reports on the patient's emotions (in terms of valence, intensity and emotional arousal).
The company I pitched my idea to has a software that was tested on a large dataset of 320,000 images taken from psychophysical validation studies, and have a mean accuracy of approximately 86%.
The kinds of information it can churn out include a distribution of average expressions over a time period, emotion heat maps and graphical analyses of the expressions and the standard deviations. It can also detect events of interest based on highly positive/negative valences.
Also, since mental disorders are very varied, the software is highly configurable in that the MHPs are able to determine what are the baseline emotions for every single patient. This means that the service provided by the MHPs to the patients are customisable depending on the patient's condition.
There are additional features I thought of adding as well, such as to include a supplementary app for caregivers. The app will send them alerts if prolonged or intense distress is detected.
As I am a mere psychology student, I am hoping to find out more about what industry experts and even prospective mental health practitioners think about such an idea.
Some key things I hope to find out would be:
1. Do you think this software will be beneficial to you as a MHP? How does it help (diagnosis or treatment monitoring or others)? What kinds of problems might this help you solve?
2. If you adopted this software, what kinds of information (1. distribution of average expressions, 2. heat maps, 3. graphical analyses of expressions & std dev, 4. events of interests or 5. others) are the most useful for MHPs?
3. If there are patients who are willing to pay for such a service, do you think mental health providers such as private clinics or mental health hospitals will be willing to pay for it?
Thank you!!!