Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Jan;67(1):21-25.
doi: 10.1177/0706743721998044. Epub 2021 Mar 24.

Precision Psychiatry: The Future Is Now

Ives Cavalcante Passos  1   2   3 , Pedro Ballester  4 , Francisco Diego Rabelo-da-Ponte  1   2   3 , Flavio Kapczinski  5
Affiliations

Precision Psychiatry: The Future Is Now

Ives Cavalcante Passos et al. Can J Psychiatry. 2022 Jan.
No abstract available

Keywords: e-mental health; healthcare utilization; telepsychiatry.

PubMed Disclaimer

Conflict of interest statement

Declaration of Conflicting Interests: The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.

Figures

Figure 1.
Figure 1.
Revised knowledge discovery in databases pipeline for healthcare, which we call here knowledge discovery and modeling in healthcare. This is a change in perspective from a hypothesis-driven approach of scientific discovery to a data-driven approach. There are 3 important sources that drive the process: patient needs, clinician needs, and public health needs (1, 2, and 3, respectively). Finding the demand (e.g., discovering what regions of the brain are responsible for a specific illness), the researcher should follow the remaining steps: (4) gather data from multiple sources that could potentially lead to helpful information, (5) create a unified repository considering the differences in sources that aid in data interpretation, (6) preprocess data to identify problems such as missing values or invalid data, (7) apply multiple algorithms and analysis to extract information from data, (8) discover patterns that yield important information, (9) transform patterns into knowledge. This represents information that leads to important and actionable changes in the perception of the investigated subject. (10) Model-based calculators yielded from data mining can be deployed through web and smartphone applications. (11) End users can benefit from both knowledge and calculators for self-assessment, objective information, public health management, and others.
See this image and copyright information in PMC

References

    1. Greenhalgh T, Howick J, Maskrey N. Evidence based medicine: a movement in crisis? BMJ. 2014;348:3725–3732. - PMC - PubMed
    1. Rajpurkar P, Irvin J, Ball RL, et al. Deep learning for chest radiograph diagnosis: a retrospective comparison of the CheXNeXt algorithm to practicing radiologists. PLoS Med. 2018;15(11):e1002686. - PMC - PubMed
    1. Havaei M, Davy A, Warde-Farley D, et al. Brain tumor segmentation with deep neural networks. Med Image Anal. 2017;35:18–31. - PubMed
    1. Cao B, Cho RY, Chen D, et al. Treatment response prediction and individualized identification of first-episode drug-naive schizophrenia using brain functional connectivity. Mol Psychiatry. 2018;25(4):906–913. - PubMed
    1. Rabelo‐da‐Ponte FD, Feiten JG, Mwangi B, et al. Early identification of bipolar disorder among young adults–a 22‐year community birth cohort. Acta Psychiatrica Scandinavica. 2020;142(6):476–85 - PubMed

LinkOut - more resources