Literature DB >> 30932051

How data science can advance mental health research.

Tom C Russ1,2,3,4,5, Eva Woelbert6, Katrina A S Davis7,8, Jonathan D Hafferty9, Zina Ibrahim10,11, Becky Inkster12, Ann John7, William Lee13,14, Margaret Maxwell15, Andrew M McIntosh16,9, Rob Stewart7,8.   

Abstract

Accessibility of powerful computers and availability of so-called big data from a variety of sources means that data science approaches are becoming pervasive. However, their application in mental health research is often considered to be at an earlier stage than in other areas despite the complexity of mental health and illness making such a sophisticated approach particularly suitable. In this Perspective, we discuss current and potential applications of data science in mental health research using the UK Clinical Research Collaboration classification: underpinning research; aetiology; detection and diagnosis; treatment development; treatment evaluation; disease management; and health services research. We demonstrate that data science is already being widely applied in mental health research, but there is much more to be done now and in the future. The possibilities for data science in mental health research are substantial.

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Year:  2018        PMID: 30932051     DOI: 10.1038/s41562-018-0470-9

Source DB:  PubMed          Journal:  Nat Hum Behav        ISSN: 2397-3374


  15 in total

1.  'More than just numbers on a page?' A qualitative exploration of the use of data collection and feedback in youth mental health services.

Authors:  Craig Hamilton; Kate Filia; Sian Lloyd; Sophie Prober; Eilidh Duncan
Journal:  PLoS One       Date:  2022-07-20       Impact factor: 3.752

2.  Digital Innovations for Global Mental Health: Opportunities for Data Science, Task Sharing, and Early Intervention.

Authors:  John A Naslund; Pattie P Gonsalves; Oliver Gruebner; Sachin R Pendse; Stephanie L Smith; Amit Sharma; Giuseppe Raviola
Journal:  Curr Treat Options Psychiatry       Date:  2019-09-07

3.  Bridging the Brain and Data Sciences.

Authors:  John Darrell Van Horn
Journal:  Big Data       Date:  2020-11-18       Impact factor: 4.426

4.  Association between social asymmetry and depression in older adults: A phone Call Detail Records analysis.

Authors:  Timothée Aubourg; Jacques Demongeot; Félix Renard; Hervé Provost; Nicolas Vuillerme
Journal:  Sci Rep       Date:  2019-09-18       Impact factor: 4.379

5.  Circadian Rhythms in the Telephone Calls of Older Adults: Observational Descriptive Study.

Authors:  Timothée Aubourg; Jacques Demongeot; Hervé Provost; Nicolas Vuillerme
Journal:  JMIR Mhealth Uhealth       Date:  2020-02-25       Impact factor: 4.773

6.  Commentary: Principles, Approaches and Challenges of Applying Big Data in Safety Psychology Research.

Authors:  Davide Giusino; Federico Fraboni; Marco De Angelis; Luca Pietrantoni
Journal:  Front Psychol       Date:  2019-12-10

7.  Rising Mental Health Incidence Among Adolescents in Westchester, NY.

Authors:  A Ravishankar Rao; Saroja Rao; Rosy Chhabra
Journal:  Community Ment Health J       Date:  2021-02-16

8.  A Change Talk Model for Abstinence Based on Web-Based Anonymous Gambler Chat Meeting Data by Using an Automatic Change Talk Classifier: Development Study.

Authors:  Kenji Yokotani
Journal:  J Med Internet Res       Date:  2021-06-21       Impact factor: 5.428

9.  Feasibility of Repeated Assessment of Cognitive Function in Older Adults Using a Wireless, Mobile, Dry-EEG Headset and Tablet-Based Games.

Authors:  Esther C McWilliams; Florentine M Barbey; John F Dyer; Md Nurul Islam; Bernadette McGuinness; Brian Murphy; Hugh Nolan; Peter Passmore; Laura M Rueda-Delgado; Alison R Buick
Journal:  Front Psychiatry       Date:  2021-06-25       Impact factor: 4.157

10.  Childhood adversity, mental health and suicide (CHASE): a methods protocol for a longitudinal case-control linked data study.

Authors:  N Dougall; J Savinc; M Maxwell; T Karatzias; R C O'Connor; B Williams; G Grandison; A John; H Cheyne; C Fyvie; J I Bisson; C Hibberd; S Abbott-Smith; L Nolan
Journal:  Int J Popul Data Sci       Date:  2019-04-02
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