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Transforming Psychiatry into Data-Driven Medicine with Digital Measurement Tools

Psychiatry has been limited by historically rooted practices centered primarily on subjective observation. Fields such as oncology have progressed toward data-driven clinical decision-making that combines subjective clinical assessment of symptoms and preferences with biological measures such as gen...

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Detalles Bibliográficos
Autores principales: Hsin, Honor, Fromer, Menachem, Peterson, Bret, Walter, Collin, Fleck, Mathias, Campbell, Andrew, Varghese, Paul, Califf, Robert
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6550182/
https://www.ncbi.nlm.nih.gov/pubmed/31304319
http://dx.doi.org/10.1038/s41746-018-0046-0
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author Hsin, Honor
Fromer, Menachem
Peterson, Bret
Walter, Collin
Fleck, Mathias
Campbell, Andrew
Varghese, Paul
Califf, Robert
author_facet Hsin, Honor
Fromer, Menachem
Peterson, Bret
Walter, Collin
Fleck, Mathias
Campbell, Andrew
Varghese, Paul
Califf, Robert
author_sort Hsin, Honor
collection PubMed
description Psychiatry has been limited by historically rooted practices centered primarily on subjective observation. Fields such as oncology have progressed toward data-driven clinical decision-making that combines subjective clinical assessment of symptoms and preferences with biological measures such as genetics, biomarkers, imaging, and integrative physiology to derive quantitative risk scores and decision support. In contrast, psychiatry has just begun to scratch the surface of measurement-based care with validated clinical questionnaires. An opportunity exists to improve modern psychiatric care with novel data streams from digital sensors combined with clinical observation and subjective self-report. The prospect of integrating this complex information with modern computational and analytical methods could advance the field, both in research and clinical practice. Here we discuss this possibility and propose some key priorities to enable these innovations toward improving clinical outcomes in the future.
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spelling pubmed-65501822019-07-12 Transforming Psychiatry into Data-Driven Medicine with Digital Measurement Tools Hsin, Honor Fromer, Menachem Peterson, Bret Walter, Collin Fleck, Mathias Campbell, Andrew Varghese, Paul Califf, Robert NPJ Digit Med Perspective Psychiatry has been limited by historically rooted practices centered primarily on subjective observation. Fields such as oncology have progressed toward data-driven clinical decision-making that combines subjective clinical assessment of symptoms and preferences with biological measures such as genetics, biomarkers, imaging, and integrative physiology to derive quantitative risk scores and decision support. In contrast, psychiatry has just begun to scratch the surface of measurement-based care with validated clinical questionnaires. An opportunity exists to improve modern psychiatric care with novel data streams from digital sensors combined with clinical observation and subjective self-report. The prospect of integrating this complex information with modern computational and analytical methods could advance the field, both in research and clinical practice. Here we discuss this possibility and propose some key priorities to enable these innovations toward improving clinical outcomes in the future. Nature Publishing Group UK 2018-08-22 /pmc/articles/PMC6550182/ /pubmed/31304319 http://dx.doi.org/10.1038/s41746-018-0046-0 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Perspective
Hsin, Honor
Fromer, Menachem
Peterson, Bret
Walter, Collin
Fleck, Mathias
Campbell, Andrew
Varghese, Paul
Califf, Robert
Transforming Psychiatry into Data-Driven Medicine with Digital Measurement Tools
title Transforming Psychiatry into Data-Driven Medicine with Digital Measurement Tools
title_full Transforming Psychiatry into Data-Driven Medicine with Digital Measurement Tools
title_fullStr Transforming Psychiatry into Data-Driven Medicine with Digital Measurement Tools
title_full_unstemmed Transforming Psychiatry into Data-Driven Medicine with Digital Measurement Tools
title_short Transforming Psychiatry into Data-Driven Medicine with Digital Measurement Tools
title_sort transforming psychiatry into data-driven medicine with digital measurement tools
topic Perspective
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6550182/
https://www.ncbi.nlm.nih.gov/pubmed/31304319
http://dx.doi.org/10.1038/s41746-018-0046-0
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