Opportunities and challenges in the collection and analysis of digital phenotyping data.

Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology
Jukka-Pekka Onnela

Abstract

The broad adoption and use of smartphones has led to fundamentally new opportunities for capturing social, behavioral, and cognitive phenotypes in free-living settings, outside of research laboratories and clinics. Predicated on the use of existing personal devices rather than the introduction of additional instrumentation, smartphone-based digital phenotyping presents us with several opportunities and challenges in data collection and data analysis. These two aspects are strongly coupled, because decisions about what data to collect and how to collect it constrain what statistical analyses can be carried out, now and years later, and therefore ultimately determine what scientific, clinical, and public health questions may be asked and answered. Digital phenotyping combines the excitement of fast-paced technologies, smartphones, cloud computing and machine learning, with deep mathematical and statistical questions, and it does this in the service of a better understanding our own behavior in ways that are objective, scalable, and reproducible. We will discuss some fundamental aspects of collection and analysis of digital phenotyping data, which takes us on a brief tour of several important scientific and technological concepts,...Continue Reading

References

Apr 1, 1990·Controlled Clinical Trials·G H GuyattR S Roberts
Apr 26, 2007·Proceedings of the National Academy of Sciences of the United States of America·J-P OnnelaA-L Barabási
Jul 16, 2009·The Journal of Antimicrobial Chemotherapy·Camelia ProtopopescuUNKNOWN ANRS CO8 APROCO-COPILOTE Study Group
Dec 1, 2009·Behaviour Research and Therapy·Ernst H W KosterEvi De Lissnyder
Dec 2, 2009·Psychological Assessment·Saul Shiffman
Dec 2, 2009·Psychological Assessment·Margreet OorschotInez Myin-Germeys
Apr 8, 2010·Science Translational Medicine·Eric J Topol
Jun 23, 2011·Personalized Medicine·Elizabeth O LillieNicholas J Schork
Sep 6, 2011·Nature Reviews. Drug Discovery·Florian PrinzKhusru Asadullah
Mar 31, 2012·Nature·C Glenn Begley, Lee M Ellis
Aug 12, 2014·BMJ : British Medical Journal·Helen Mooney
Sep 28, 2014·Neurorehabilitation and Neural Repair·Andrew K DorschUNKNOWN SIRRACT investigators
Feb 3, 2015·International Journal of Neurology and Neurotherapy·Mary L Woody, Brandon E Gibb
Jun 10, 2015·PLoS Biology·Leonard P FreedmanTimothy S Simcoe
Sep 5, 2015·European Neuropsychopharmacology : the Journal of the European College of Neuropsychopharmacology·Fionneke M BosMarije aan het Rot
Nov 5, 2015·Nature·Cathryn M Delude
Jan 29, 2016·Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology·Jukka-Pekka Onnela, Scott L Rauch
May 7, 2016·Current Opinion in Psychiatry·Inez Myin-GermeysUlrich Reininghaus
Nov 15, 2016·Psychological Bulletin·Joseph C FranklinMatthew K Nock
Mar 14, 2017·Nature Biotechnology·Yu-Feng Yvonne ChanEric E Schadt
Mar 8, 2018·Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology·Ian BarnettJukka-Pekka Onnela
Oct 30, 2018·Biostatistics·Ian Barnett, Jukka-Pekka Onnela
Jan 9, 2019·Innovation in Aging·Bon Mi Koo, Lisa M Vizer
Apr 18, 2019·The Journal of Law, Medicine & Ethics : a Journal of the American Society of Law, Medicine & Ethics·Kyle B BrothersAaron J Goldenberg
Jan 25, 2018·NPJ Digital Medicine·P Murali DoraiswamyHusseini K Manji
Sep 17, 2019·Neurorehabilitation and Neural Repair·Amar DhandJin-Moo Lee

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Citations

Sep 13, 2020·Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology·Kerry J Ressler, Leanne M Williams
Mar 2, 2021·Journal of the American Medical Informatics Association : JAMIA·Ignacio Perez-PozueloJosh Cowls
Mar 16, 2021·Journal of Medical Internet Research·Xuancong WangRobert Jt Morris
Jun 11, 2021·Frontiers in Psychiatry·Robert D Vlisides-HenrySheila E Crowell
Jul 25, 2021·International Journal of Environmental Research and Public Health·Felix BeierleRüdiger Pryss
Jul 31, 2021·Scientific Reports·Mathew V KiangJukka-Pekka Onnela
Aug 8, 2021·Trends in Cognitive Sciences·Dietrich Stout

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Methods Mentioned

BETA
RSA

Software Mentioned

Python
Docker
EMA
EmotionSense
ESM
iOS
Darwin
Linux
Firefox
NDA

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