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Digital phenotyping in psychiatry: A scoping review
Alex Z R Chia1, Melvyn W B Zhang1,2
1Lee Kong Chian School of Medicine, Nanyang Technological University Singapore, Singapore City, Singapore.
Digital phenotyping offers objective data for mental illness assessment, but research is mostly preliminary. Further collaboration and standardized methods are needed to prove its clinical utility in psychiatric disorders.
Area of Science:
- Digital phenotyping in psychiatric research.
- Advancements in mental healthcare technology.
Background:
- Digital phenotyping uses digital means for moment-to-moment illness assessment.
- It promises objective, quantifiable data for psychiatric patients.
- This field has the potential to improve mental illness diagnosis and management.
Purpose of the Study:
- To conduct a scoping review of digital phenotyping literature.
- To assess the current state of research in this rapidly growing field.
- To discuss current trends and future directions.
Main Methods:
- Searched four databases (PubMed, Ovid MEDLINE, PsycINFO, Web of Science) until August 2021.
- Included English-language studies on diagnosing psychiatric disorders using passive sensing for management or diagnosis.
- Excluded protocols; used narrative synthesis due to data heterogeneity.
Main Results:
- 107 articles were included from 10,506 unique records.
- Study publication increased tenfold from 2014 to 2020.
- 49% of studies were proof of concept/pilot; 62% focused on depression, bipolar disorder, and schizophrenia.
Conclusions:
- Digital phenotyping shows promise, but clinical relevance needs further elucidation.
- Consensus on data collection and processing methods is lacking.
- Multidisciplinary collaboration is essential to unlock its full potential and enable robust clinical trials.
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