2020
DOI: 10.2196/21814
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Digital Phenotyping to Enhance Substance Use Treatment During the COVID-19 Pandemic

Abstract: Due to the COVID-19 pandemic, many clinical addiction treatment programs have been required to transition to telephonic or virtual visits. Novel solutions are needed to enhance substance use treatment during a time when many patients are disconnected from clinical care and social support. Digital phenotyping, which leverages the unique functionality of smartphone sensors (GPS, social behavior, and typing patterns), can buttress clinical treatment in a remote, scalable fashion. Specifically, digital phenotyping… Show more

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Cited by 34 publications
(31 citation statements)
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“…The second, the topics and references. Category Topic and references Change to medical practice Mental health care [254] , [257] , [261] , [273] , [274] , [275] ; Emergency care [276] , [277] ; Substance abuse [253] , [263] , [278] , [279] , [280] ; Oncological care [264] , [281] Health care practices [255] , [259] , [262] , [282] , [283] , [284] ; Pediatric care [283] , [285] Other care [256] , [260] , [268] , [286] , [287] , [288] Modeling Modeling approaches [28] , [265] , [289] , [290] , [291] , [292] , [293] ; Transmission dynamics [294] , [295] , [296] , [297] , [298] Mobile phone data [29] ; estimation [258] Effect of NPIs Effects on: children ...…”
Section: Comments And/or Perspectivesmentioning
confidence: 99%
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“…The second, the topics and references. Category Topic and references Change to medical practice Mental health care [254] , [257] , [261] , [273] , [274] , [275] ; Emergency care [276] , [277] ; Substance abuse [253] , [263] , [278] , [279] , [280] ; Oncological care [264] , [281] Health care practices [255] , [259] , [262] , [282] , [283] , [284] ; Pediatric care [283] , [285] Other care [256] , [260] , [268] , [286] , [287] , [288] Modeling Modeling approaches [28] , [265] , [289] , [290] , [291] , [292] , [293] ; Transmission dynamics [294] , [295] , [296] , [297] , [298] Mobile phone data [29] ; estimation [258] Effect of NPIs Effects on: children ...…”
Section: Comments And/or Perspectivesmentioning
confidence: 99%
“…This is the largest group of comments and/or perspectives. We find articles focused on a range of medical specialities: mental health care [254] , [257] , [261] , [273] , [274] , [275] , emergency care [276] , [277] , substance abuse [253] , [263] , [278] , [279] , [280] , oncological care [264] , [281] , health care practices [255] , [259] , [262] , [282] , [283] , [284] , pediatric care [283] , [285] , and other care [256] , [260] , [268] , [286] , [287] , [288] .…”
Section: Comments And/or Perspectivesmentioning
confidence: 99%
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“…For example, data on pulse rate, finger taps, or voice features can be tracked using an individual's smartphone and then analyzed to measure behavior, physiological states, and cognitive functioning [6][7][8][9]. As the field of digital phenotyping has evolved, projects increasingly include multiple data streams in the analyses, such as data from electronic health records (EHRs), facial recognition technology, ambient sensors, biological scans, or genomic information [10][11][12][13]. The proper terminology for these techniques is still under debate, with terms such as computational behavioral analysis [14], continuous measurement [15], or personal sensing also being applied to similar research approaches that involve continuous monitoring of behavioral data gathered from sensors or digital sources [16,17].…”
Section: Introductionmentioning
confidence: 99%
“…By providing a robust functionality, these tools can aid a reduction in stigma, particularly embarrassment experiences through help seeking that involve traditional face-to-face communication interventions [2]. Finally, it does not escape our attention that an added impact of digital technologies on substance use treatment arises in an age of unforeseen enforced isolation, quarantine and social distancing [6].…”
mentioning
confidence: 99%