메뉴 건너뛰기




Volumn 2, Issue 1, 2019, Pages

Toward clinical digital phenotyping: a timely opportunity to consider purpose, quality, and safety

Author keywords

[No Author keywords available]

Indexed keywords

CLINICAL RESEARCH; CONDITION MONITORING; DIAGNOSIS; MAGNETIC RESONANCE IMAGING; SAFETY ENGINEERING;

EID: 85089606001     PISSN: None     EISSN: 23986352     Source Type: Journal    
DOI: 10.1038/s41746-019-0166-1     Document Type: Review
Times cited : (195)

References (122)
  • 1
    • 85014776794 scopus 로고    scopus 로고
    • New tools for new research in psychiatry: A scalable and customizable platform to empower data driven smartphone research
    • Torous, J., Kiang, M. V., Lorme, J. & Onnela, J. P. New tools for new research in psychiatry: a scalable and customizable platform to empower data driven smartphone research. Jmir Mental Health 3, e16 (2016).
    • (2016) Jmir Mental Health , vol.3
    • Torous, J.1    Kiang, M.V.2    Lorme, J.3    Onnela, J.P.4
  • 2
    • 85019136128 scopus 로고    scopus 로고
    • Personal sensing: Understanding mental health using ubiquitous sensors and machine learning
    • Widiger, T. & Cannon, T.D., Annual Reviews
    • Mohr, D. C., Zhang, M. & Schueller, S. M. Personal sensing: understanding mental health using ubiquitous sensors and machine learning. in Annual Review of Clinical Psychology. Vol 13. (Widiger, T. & Cannon, T.D. eds.) 23–47 (Annual Reviews, 2017).
    • (2017) Annual Review of Clinical Psychology , vol.13 , pp. 23-47
    • Mohr, D.C.1    Zhang, M.2    Schueller, S.M.3
  • 3
    • 84958279555 scopus 로고    scopus 로고
    • Harnessing smartphone-based digital phenotyping to enhance behavioral and mental health
    • PID: 26818126
    • Onnela, J.-P. & Rauch, S. L. Harnessing smartphone-based digital phenotyping to enhance behavioral and mental health. Neuropsychopharmacology 41, 1691–1696 (2016).
    • (2016) Neuropsychopharmacology , vol.41 , pp. 1691-1696
    • Onnela, J.-P.1    Rauch, S.L.2
  • 4
    • 85042499389 scopus 로고    scopus 로고
    • Digital phenotyping: an overarching framework to capture our extended mental states
    • PID: 29482758
    • Raballo, A. Digital phenotyping: an overarching framework to capture our extended mental states. Lancet Psychiatry 5, 194–195 (2018).
    • (2018) Lancet Psychiatry , vol.5 , pp. 194-195
    • Raballo, A.1
  • 5
    • 85031317071 scopus 로고    scopus 로고
    • Digital phenotyping: technology for a new science of behavior
    • PID: 28973224
    • Insel, T. R. Digital phenotyping: technology for a new science of behavior. JAMA 318, 1215–1216 (2017).
    • (2017) JAMA , vol.318 , pp. 1215-1216
    • Insel, T.R.1
  • 6
    • 84958750505 scopus 로고    scopus 로고
    • Achieving precision mental health through effective assessment, monitoring, and feedback processes: introduction to the special issue
    • Bickman, L., Lyon, A. R. & Wolpert, M. Achieving precision mental health through effective assessment, monitoring, and feedback processes: introduction to the special issue. Adm. Policy Ment. Health Ment. Health Serv. Res. 43, 271–276 (2016).
    • (2016) Adm. Policy Ment. Health Ment. Health Serv. Res. , vol.43 , pp. 271-276
    • Bickman, L.1    Lyon, A.R.2    Wolpert, M.3
  • 7
    • 84855611836 scopus 로고    scopus 로고
    • The answer is 17 years, what is the question: understanding time lags in translational research
    • PID: 22179294
    • Morris, Z. S., Wooding, S. & Grant, J. The answer is 17 years, what is the question: understanding time lags in translational research. J. R. Soc. Med. 104, 510–520 (2011).
    • (2011) J. R. Soc. Med. , vol.104 , pp. 510-520
    • Morris, Z.S.1    Wooding, S.2    Grant, J.3
  • 8
    • 34249721457 scopus 로고    scopus 로고
    • How can we increase translation of research into practice? Types of evidence needed
    • PID: 17150029
    • Glasgow, R. E. & Emmons, K. M. How can we increase translation of research into practice? Types of evidence needed. Annu. Rev. Public Health 28, 413–433 (2007).
    • (2007) Annu. Rev. Public Health , vol.28 , pp. 413-433
    • Glasgow, R.E.1    Emmons, K.M.2
  • 9
    • 84884694562 scopus 로고    scopus 로고
    • Methods of international health technology assessment agencies for economic evaluations- a comparative analysis
    • PID: 24079858
    • Mathes, T., Jacobs, E., Morfeld, J.-C. & Pieper, D. Methods of international health technology assessment agencies for economic evaluations- a comparative analysis. BMC Health Serv. Res. 13, 371 (2013).
    • (2013) BMC Health Serv. Res. , vol.13
    • Mathes, T.1    Jacobs, E.2    Morfeld, J.-C.3    Pieper, D.4
  • 10
    • 85016423431 scopus 로고    scopus 로고
    • Behavioral indicators on a mobile sensing platform predict clinically validated psychiatric symptoms of mood and anxiety disorders
    • PID: 28302595
    • Place, S. et al. Behavioral indicators on a mobile sensing platform predict clinically validated psychiatric symptoms of mood and anxiety disorders. J. Med. Internet Res. 19, e75 (2017).
    • (2017) J. Med. Internet Res. , vol.19
    • Place, S.1
  • 11
    • 85026386452 scopus 로고    scopus 로고
    • Movement patterns in women at risk for perinatal depression: use of a mood-monitoring mobile application in pregnancy
    • PID: 28339686
    • Faherty, L. J. et al. Movement patterns in women at risk for perinatal depression: use of a mood-monitoring mobile application in pregnancy. J. Am. Med. Inform. Assoc. 24, 746–753 (2017).
    • (2017) J. Am. Med. Inform. Assoc. , vol.24 , pp. 746-753
    • Faherty, L.J.1
  • 12
    • 85029229029 scopus 로고    scopus 로고
    • Detecting bipolar depression from geographic location data
    • COI: 1:STN:280:DC%2BC1c7otlahsw%3D%3D, PID: 28113247
    • Palmius, N. et al. Detecting bipolar depression from geographic location data. IEEE Trans. Biomed. Eng. 64, 1761–1771 (2017).
    • (2017) IEEE Trans. Biomed. Eng. , vol.64 , pp. 1761-1771
    • Palmius, N.1
  • 13
    • 85135598786 scopus 로고    scopus 로고
    • Validation of stress assessment using mobile phone
    • Ashok, C. K., Karunanidhi, S. & Narayanan, R. Validation of stress assessment using mobile phone. J. Psychosoc. Res. 11, 479–488 (2016).
    • (2016) J. Psychosoc. Res. , vol.11 , pp. 479-488
    • Ashok, C.K.1    Karunanidhi, S.2    Narayanan, R.3
  • 15
    • 85135599702 scopus 로고    scopus 로고
    • Measuring college students' sleep, stress, mental health and wellbeing with wearable sensors and mobile phones
    • Sano, A. Measuring college students' sleep, stress, mental health and wellbeing with wearable sensors and mobile phones. Diss. Abstr. Intl.: Sect. B: Sci. Engi. 78, 117–120 (2017).
    • (2017) Diss. Abstr. Intl.: Sect. B: Sci. Engi. , vol.78 , pp. 117-120
    • Sano, A.1
  • 16
    • 84961644323 scopus 로고    scopus 로고
    • Recognizing academic performance, sleep quality, stress level, and mental health using personality traits, wearable sensors and mobile phones
    • IEEE, Cambridge
    • Sano, A. et al. Recognizing academic performance, sleep quality, stress level, and mental health using personality traits, wearable sensors and mobile phones. in Proc. 2015 IEEE 12th International Conference on Wearable and Implantable Body Sensor Networks. (IEEE, Cambridge, 2015).
    • (2015) Proc. 2015 IEEE 12Th International Conference on Wearable and Implantable Body Sensor Networks
    • Sano, A.1
  • 17
    • 85048871457 scopus 로고    scopus 로고
    • Identifying objective physiological markers and modifiable behaviors for self-reported stress and mental health status using wearable sensors and mobile phones: Observational study
    • PID: 29884610
    • Sano, A. et al. Identifying objective physiological markers and modifiable behaviors for self-reported stress and mental health status using wearable sensors and mobile phones: Observational study. J. Med Internet Res 20, e210 (2018).
    • (2018) J. Med Internet Res , vol.20
    • Sano, A.1
  • 18
    • 0004878466 scopus 로고    scopus 로고
    • Cross-national epidemiology of major depression and bipolar disorder
    • COI: 1:STN:280:DyaK283os1Wnsw%3D%3D, PID: 8656541
    • Weissman, M. M. et al. Cross-national epidemiology of major depression and bipolar disorder. JAMA 276, 293–299 (1996).
    • (1996) JAMA , vol.276 , pp. 293-299
    • Weissman, M.M.1
  • 19
    • 85073706175 scopus 로고    scopus 로고
    • Smartphone and online usage-based evaluation in teens (SOLVD-TEEN): can an app help teens and their parents with depression?
    • Truong, A. L. et al. Smartphone and online usage-based evaluation in teens (SOLVD-TEEN): can an app help teens and their parents with depression? J. Am. Acad. Child Adolesc. Psychiatry 56, S216 (2017).
    • (2017) J. Am. Acad. Child Adolesc. Psychiatry , vol.56 , pp. S216
    • Truong, A.L.1
  • 20
    • 85055824193 scopus 로고    scopus 로고
    • Predicting treatment response in depression: the role of anterior cingulate cortex
    • COI: 1:CAS:528:DC%2BC1MXht1ehsL7M, PID: 30124867
    • Godlewska, B. R. et al. Predicting treatment response in depression: the role of anterior cingulate cortex. Int. J. Neuropsychopharmacol. 21, 988–996 (2018).
    • (2018) Int. J. Neuropsychopharmacol. , vol.21 , pp. 988-996
    • Godlewska, B.R.1
  • 21
    • 67650499781 scopus 로고    scopus 로고
    • STAR*D: revising conventional wisdom
    • PID: 19594193
    • Rush, A. J. et al. STAR*D: revising conventional wisdom. CNS drugs 23, 627–647 (2009).
    • (2009) CNS drugs , vol.23 , pp. 627-647
    • Rush, A.J.1
  • 22
    • 84866049850 scopus 로고    scopus 로고
    • Vocal acoustic biomarkers of depression severity and treatment response
    • PID: 22541039
    • Mundt, J. C., Vogel, A. P., Feltner, D. E. & Lenderking, W. R. Vocal acoustic biomarkers of depression severity and treatment response. Biol. psychiatry 72, 580–587 (2012).
    • (2012) Biol. psychiatry , vol.72 , pp. 580-587
    • Mundt, J.C.1    Vogel, A.P.2    Feltner, D.E.3    Lenderking, W.R.4
  • 23
    • 84908398395 scopus 로고    scopus 로고
    • Using smart phone mobility traces for the diagnosis of depressive and manic episodes in bipolar patients
    • ACM, Kobe
    • Gruenerbl, A. et al. Using smart phone mobility traces for the diagnosis of depressive and manic episodes in bipolar patients. in Proc. 5th Augmented Human International Conference 38 31–38:38 (ACM, Kobe, 2014).
    • (2014) Proc. 5Th Augmented Human International Conference , pp. 31-38
    • Gruenerbl, A.1
  • 24
    • 84962719824 scopus 로고    scopus 로고
    • Behavioral activities collected through smartphones and the association with illness activity in bipolar disorder
    • PID: 27038019
    • Faurholt-Jepsen, M. et al. Behavioral activities collected through smartphones and the association with illness activity in bipolar disorder. Int. J. Methods Psychiatr. Res. 25, 309–323 (2016).
    • (2016) Int. J. Methods Psychiatr. Res. , vol.25 , pp. 309-323
    • Faurholt-Jepsen, M.1
  • 25
    • 84899953384 scopus 로고    scopus 로고
    • Smartphone data as objective measures of bipolar disorder symptoms
    • PID: 24679993
    • Faurholt-Jepsen, M. et al. Smartphone data as objective measures of bipolar disorder symptoms. Psychiatry Res. 217, 124–127 (2014).
    • (2014) Psychiatry Res. , vol.217 , pp. 124-127
    • Faurholt-Jepsen, M.1
  • 26
    • 85135599074 scopus 로고    scopus 로고
    • Convergence of active and passive assessments of affective instability in predicting the prospective course of bipolar disorder: the bi affect study
    • Stange, J. et al. Convergence of active and passive assessments of affective instability in predicting the prospective course of bipolar disorder: the bi affect study. Neuropsychopharmacology 43(Supplement 1), S164 (2017).
    • (2017) Neuropsychopharmacology , vol.43 , pp. S164
    • Stange, J.1
  • 27
    • 85076091865 scopus 로고    scopus 로고
    • Predicting mood disturbance severity in bipolar subjects with mobile phone keystroke dynamics and metadata
    • Zulueta, J. et al. Predicting mood disturbance severity in bipolar subjects with mobile phone keystroke dynamics and metadata. Biol. Psychiatry 81, S195–S196 (2017).
    • (2017) Biol. Psychiatry , vol.81 , pp. S195-S196
    • Zulueta, J.1
  • 28
    • 84945260388 scopus 로고    scopus 로고
    • Smartphone data as an electronic biomarker of illness activity in bipolar disorder
    • PID: 26395972
    • Faurholt-Jepsen, M. et al. Smartphone data as an electronic biomarker of illness activity in bipolar disorder. Bipolar Disord. 17, 715–728 (2015).
    • (2015) Bipolar Disord. , vol.17 , pp. 715-728
    • Faurholt-Jepsen, M.1
  • 30
    • 0025667239 scopus 로고
    • Outcome in mania. A 4-year prospective follow-up of 75 patients utilizing survival analysis
    • COI: 1:STN:280:DyaK3M%2FlvVeqsA%3D%3D, PID: 2244795
    • Tohen, M., Waternaux, C. M. & Tsuang, M. T. Outcome in mania. A 4-year prospective follow-up of 75 patients utilizing survival analysis. Arch. Gen. psychiatry 47, 1106–1111 (1990).
    • (1990) Arch. Gen. psychiatry , vol.47 , pp. 1106-1111
    • Tohen, M.1    Waternaux, C.M.2    Tsuang, M.T.3
  • 31
    • 0033573710 scopus 로고    scopus 로고
    • Randomised controlled trial of efficacy of teaching patients with bipolar disorder to identify early symptoms of relapse and obtain treatment
    • COI: 1:STN:280:DyaK1M7gsFylsA%3D%3D
    • Perry, A., Tarrier, N., Morriss, R., McCarthy, E. & Limb, K. Randomised controlled trial of efficacy of teaching patients with bipolar disorder to identify early symptoms of relapse and obtain treatment. BMJ (Clin. Res. ed.) 318, 149–153 (1999).
    • (1999) BMJ (Clin. Res. ed.) , vol.318 , pp. 149-153
    • Perry, A.1    Tarrier, N.2    Morriss, R.3    McCarthy, E.4    Limb, K.5
  • 32
    • 84936996455 scopus 로고    scopus 로고
    • The lifetime course of borderline personality disorder
    • Biskin, R. S. The lifetime course of borderline personality disorder. Can. J. psychiatry Rev. Can. de. Psychiatr. 60, 303–308 (2015).
    • (2015) Can. J. psychiatry Rev. Can. de. Psychiatr. , vol.60 , pp. 303-308
    • Biskin, R.S.1
  • 33
    • 85021951632 scopus 로고    scopus 로고
    • Beyond symptom monitoring: consumer needs for bipolar disorder self-management using smartphones
    • COI: 1:STN:280:DC%2BC1cjmtV2itg%3D%3D, PID: 28692910
    • Nicholas, J., Boydell, K. & Christensen, H. Beyond symptom monitoring: consumer needs for bipolar disorder self-management using smartphones. Eur. Psychiatry 44, 210–216 (2017).
    • (2017) Eur. Psychiatry , vol.44 , pp. 210-216
    • Nicholas, J.1    Boydell, K.2    Christensen, H.3
  • 34
    • 34548448807 scopus 로고    scopus 로고
    • Interventions for helping people recognise early signs of recurrence in bipolar disorder
    • 2007
    • Morriss, R. K. et al. Interventions for helping people recognise early signs of recurrence in bipolar disorder. Cochrane Database Syst. Rev. 2007, CD004854 (2007).
    • (2007) Cochrane Database Syst. Rev
    • Morriss, R.K.1
  • 36
    • 85052022223 scopus 로고    scopus 로고
    • Smartphone-based objective monitoring in bipolar disorder: Status and considerations
    • Faurholt-Jepsen, M., Bauer, M. & Kessing, L.V. Smartphone-based objective monitoring in bipolar disorder: status and considerations. Intl. J. Bipolar Disord. 6, 6 (2018).
    • (2018) Intl. J. Bipolar Disord. , vol.6 , Issue.6
    • Faurholt-Jepsen, M.1    Bauer, M.2    Kessing, L.V.3
  • 37
    • 85027576654 scopus 로고    scopus 로고
    • Reducing the rate and duration of Re-ADMISsions among patients with unipolar disorder and bipolar disorder using smartphone-based monitoring and treatment - the RADMIS trials: Study protocol for two randomized controlled trials
    • Faurholt-Jepsen, M. et al. Reducing the rate and duration of Re-ADMISsions among patients with unipolar disorder and bipolar disorder using smartphone-based monitoring and treatment - the RADMIS trials: study protocol for two randomized controlled trials. Trials 18, 277 (2017).
    • (2017) Trials , vol.18 , pp. 277
    • Faurholt-Jepsen, M.1
  • 40
    • 84938608230 scopus 로고    scopus 로고
    • Effectiveness of bystander naloxone administration and overdose education programs: a meta-analysis
    • PID: 27747742
    • Giglio, R. E., Li, G. & DiMaggio, C. J. Effectiveness of bystander naloxone administration and overdose education programs: a meta-analysis. Inj. Epidemiol. 2, 10 (2015).
    • (2015) Inj. Epidemiol. , vol.2
    • Giglio, R.E.1    Li, G.2    DiMaggio, C.J.3
  • 41
    • 85051111709 scopus 로고    scopus 로고
    • Methadone maintenance treatment and mortality in people with criminal convictions: a population-based retrospective cohort study from Canada
    • PID: 30063699
    • Russolillo, A., Moniruzzaman, A. & Somers, J. M. Methadone maintenance treatment and mortality in people with criminal convictions: a population-based retrospective cohort study from Canada. PLOS Med. 15, e1002625 (2018).
    • (2018) PLOS Med. , vol.15
    • Russolillo, A.1    Moniruzzaman, A.2    Somers, J.M.3
  • 42
    • 84969246689 scopus 로고    scopus 로고
    • Brief report: using global positioning system (GPS) enabled cell phones to examine adolescent travel patterns and time in proximity to alcohol outlets
    • PID: 27214713
    • Byrnes, H. F. et al. Brief report: using global positioning system (GPS) enabled cell phones to examine adolescent travel patterns and time in proximity to alcohol outlets. J. Adolesc. 50, 65–68 (2016).
    • (2016) J. Adolesc. , vol.50 , pp. 65-68
    • Byrnes, H.F.1
  • 43
    • 85007559666 scopus 로고    scopus 로고
    • Association of environmental indicators with teen alcohol use and problem behavior: Teens' observations vs. objectively-measured indicators
    • PID: 28061392
    • Byrnes, H. F. et al. Association of environmental indicators with teen alcohol use and problem behavior: Teens' observations vs. objectively-measured indicators. Health Place 43, 151–157 (2017).
    • (2017) Health Place , vol.43 , pp. 151-157
    • Byrnes, H.F.1
  • 44
    • 84937400842 scopus 로고    scopus 로고
    • Tracking adolescents with global positioning system-enabled cell phones to study contextual exposures and alcohol and marijuana use: a pilot study
    • PID: 26206448
    • Byrnes, H. F. et al. Tracking adolescents with global positioning system-enabled cell phones to study contextual exposures and alcohol and marijuana use: a pilot study. J. Adolesc. Health 57, 245–247 (2015).
    • (2015) J. Adolesc. Health , vol.57 , pp. 245-247
    • Byrnes, H.F.1
  • 45
    • 85135598917 scopus 로고    scopus 로고
    • Using GPS-EMA techniques to examine contextual exposures in activity spaces vs residential areas: relations with teen AOD and problem behavior
    • COI: 1:CAS:528:DC%2BC2sXit1KisQ%3D%3D
    • Byrnes, H. F. et al. Using GPS-EMA techniques to examine contextual exposures in activity spaces vs residential areas: relations with teen AOD and problem behavior. Alcohol.: Clin. Exp. Res. 41, 171A (2017).
    • (2017) Alcohol.: Clin. Exp. Res. , vol.41 , pp. 171A
    • Byrnes, H.F.1
  • 46
    • 85135599674 scopus 로고    scopus 로고
    • Presence and characteristics of alcohol outlets perceived during daily travels: relationswith teen alcohol use, attitudes, and access
    • Byrnes, H. F. et al. Presence and characteristics of alcohol outlets perceived during daily travels: relationswith teen alcohol use, attitudes, and access. Alcohol.: Clin. Exp. Res. 42, 54A (2018).
    • (2018) Alcohol.: Clin. Exp. Res. , vol.42 , pp. 54A
    • Byrnes, H.F.1
  • 47
    • 85105616356 scopus 로고    scopus 로고
    • The social mindfeed project: using objective assessment methods to better understand the nature of social-media based peer alcohol influence
    • Boyle, S. C. The social mindfeed project: using objective assessment methods to better understand the nature of social-media based peer alcohol influence. Alcohol.: Clin. Exp. Res. 42, 280A (2018).
    • (2018) Alcohol.: Clin. Exp. Res. , vol.42 , pp. 280A
    • Boyle, S.C.1
  • 48
    • 85037027900 scopus 로고    scopus 로고
    • Mobile phone sensors and supervised machine learning to identify alcohol use events in young adults: Implications for just-in-time adaptive interventions
    • PID: 29217132
    • Bae, S., Chung, T., Ferreira, D., Dey, A. K. & Suffoletto, B. Mobile phone sensors and supervised machine learning to identify alcohol use events in young adults: Implications for just-in-time adaptive interventions. Addict. Behav. 83, 42–47 (2018).
    • (2018) Addict. Behav. , vol.83 , pp. 42-47
    • Bae, S.1    Chung, T.2    Ferreira, D.3    Dey, A.K.4    Suffoletto, B.5
  • 49
    • 85041013723 scopus 로고    scopus 로고
    • DrinkSense: characterizing youth drinking behavior using smartphones
    • Santani, D. et al. DrinkSense: characterizing youth drinking behavior using smartphones. Ieee Trans. Mob. Comput. 17, 2279–2292 (2018).
    • (2018) Ieee Trans. Mob. Comput. , vol.17 , pp. 2279-2292
    • Santani, D.1
  • 50
    • 85135598938 scopus 로고    scopus 로고
    • Talking suicide on Twitter: linguistic style and language processes of suicide-related posts
    • O'Dea, B., Larsen, M., Batterham, P., Calear, A. & Christensen, H. Talking suicide on Twitter: linguistic style and language processes of suicide-related posts. Eur. Psychiatry 33, S274 (2016).
    • (2016) Eur. Psychiatry , vol.33 , pp. S274
    • O'Dea, B.1    Larsen, M.2    Batterham, P.3    Calear, A.4    Christensen, H.5
  • 51
  • 52
    • 84928666719 scopus 로고    scopus 로고
    • Detecting suicidality on Twitter
    • O'Dea, B. et al. Detecting suicidality on Twitter. Internet Interv. 2, 183–188 (2015).
    • (2015) Internet Interv. , vol.2 , pp. 183-188
    • O'Dea, B.1
  • 54
    • 85049253714 scopus 로고    scopus 로고
    • Efficacy and safety of intranasal esketamine for the rapid reduction of symptoms of depression and suicidality in patients at imminent risk for suicide: results of a double-blind, randomized, placebo-controlled study
    • PID: 29656663
    • Canuso, C. M. et al. Efficacy and safety of intranasal esketamine for the rapid reduction of symptoms of depression and suicidality in patients at imminent risk for suicide: results of a double-blind, randomized, placebo-controlled study. Am. J. psychiatry 175, 620–630 (2018).
    • (2018) Am. J. psychiatry , vol.175 , pp. 620-630
    • Canuso, C.M.1
  • 55
    • 85019961026 scopus 로고    scopus 로고
    • Digital suicide prevention: can technology become a game-changer?
    • PID: 27800282
    • Vahabzadeh, A., Sahin, N. & Kalali, A. Digital suicide prevention: can technology become a game-changer? Innov. Clin. Neurosci. 13, 16–20 (2016).
    • (2016) Innov. Clin. Neurosci. , vol.13 , pp. 16-20
    • Vahabzadeh, A.1    Sahin, N.2    Kalali, A.3
  • 56
    • 84964408884 scopus 로고    scopus 로고
    • Heart rate variability and suicidal behavior
    • PID: 27124209
    • Wilson, S. T. et al. Heart rate variability and suicidal behavior. Psychiatry Res 240, 241–247 (2016).
    • (2016) Psychiatry Res , vol.240 , pp. 241-247
    • Wilson, S.T.1
  • 58
    • 84935843713 scopus 로고    scopus 로고
    • Realizing the potential of mobile mental health: new methods for new data in psychiatry
    • Torous, J., Staples, P. & Onnela, J.-P. Realizing the potential of mobile mental health: new methods for new data in psychiatry. Curr. Psychiatry Rep. 17, 61 (2015).
    • (2015) Curr. Psychiatry Rep. , vol.17
    • Torous, J.1    Staples, P.2    Onnela, J.-P.3
  • 59
    • 85135600244 scopus 로고    scopus 로고
    • Prediction of clinical depression using smartphone sensory data
    • Kamath, J. et al. Prediction of clinical depression using smartphone sensory data. Neuropsychopharmacology 41, S536–S537 (2016).
    • (2016) Neuropsychopharmacology , vol.41 , pp. S536-S537
    • Kamath, J.1
  • 60
    • 84963746461 scopus 로고    scopus 로고
    • The relationship between clinical, momentary, and sensor-based assessment of depression
    • ICST Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering
    • Saeb, S. et al. The relationship between clinical, momentary, and sensor-based assessment of depression. in Proc. 2015 9th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth) 229–232 (ICST Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, 2015).
    • (2015) Proc. 2015 9Th International Conference on Pervasive Computing Technologies for Healthcare (Pervasivehealth) , pp. 229-232
    • Saeb, S.1
  • 61
    • 85135598502 scopus 로고    scopus 로고
    • Sensing depression: Using smartphone sensors to predict changes in depression severity
    • Frank, E. et al. Sensing depression: Using smartphone sensors to predict changes in depression severity. Neuropsychopharmacology 43, S346 (2017).
    • (2017) Neuropsychopharmacology , vol.43 , pp. S346
    • Frank, E.1
  • 63
    • 85011060345 scopus 로고    scopus 로고
    • Behavior vs. Introspection: Refining prediction of clinical depression via smartphone sensing data
    • IEEE, Bethesda
    • Farhan, et al. Behavior vs. Introspection: refining prediction of clinical depression via smartphone sensing data. in Proc. 2016 IEEE Wireless Health (WH) 1–8 (IEEE, Bethesda, 2016).
    • (2016) Proc. 2016 IEEE Wireless Health (WH) , pp. 1-8
    • Farhan1
  • 64
    • 85135598547 scopus 로고    scopus 로고
    • Continuous behavioral data as a depression biomarker
    • Aung, H. et al. Continuous behavioral data as a depression biomarker. Neuropsychopharmacology 41, S488–S489 (2016).
    • (2016) Neuropsychopharmacology , vol.41 , pp. S488-S489
    • Aung, H.1
  • 65
    • 84991373429 scopus 로고    scopus 로고
    • The relationship between mobile phone location sensor data and depressive symptom severity
    • &
    • Saeb, S., Lattie, E. G., Schueller, S. M., Kording, K. P. & Mohr, D. C. The relationship between mobile phone location sensor data and depressive symptom severity. PeerJ 4, e2537 (2016).
    • (2016) PeerJ , vol.4
    • Saeb, S.1    Lattie, E.G.2    Schueller, S.M.3    Kording, K.P.4    Mohr, D.C.5
  • 66
    • 85042849364 scopus 로고    scopus 로고
    • Relapse prediction in schizophrenia through digital phenotyping: a pilot study
    • PID: 29511333
    • Barnett, I. et al. Relapse prediction in schizophrenia through digital phenotyping: a pilot study. Neuropsychopharmacology 43, 1660–1666 (2018).
    • (2018) Neuropsychopharmacology , vol.43 , pp. 1660-1666
    • Barnett, I.1
  • 67
    • 0004235298 scopus 로고    scopus 로고
    • American Psychiatric Association, Washington, DC
    • American Psychiatric Association. Diagnostic and statistical manual of mental disorders (5th ed.). American Psychiatric Association, Washington, DC, 2013).
    • (2013) Diagnostic and Statistical Manual of Mental Disorders
  • 68
    • 70349764567 scopus 로고    scopus 로고
    • A meta-analysis of depression severity and cognitive function
    • PID: 19428120
    • McDermott, L. M. & Ebmeier, K. P. A meta-analysis of depression severity and cognitive function. J. Affect. Disord. 119, 1–8 (2009).
    • (2009) J. Affect. Disord. , vol.119 , pp. 1-8
    • McDermott, L.M.1    Ebmeier, K.P.2
  • 69
    • 84902260775 scopus 로고    scopus 로고
    • Cognitive impairment in depression: a systematic review and meta-analysis
    • COI: 1:STN:280:DC%2BC2c7gslaquw%3D%3D, PID: 24168753
    • Rock, P. L., Roiser, J. P., Riedel, W. J. & Blackwell, A. D. Cognitive impairment in depression: a systematic review and meta-analysis. Psychol. Med. 44, 2029–2040 (2014).
    • (2014) Psychol. Med. , vol.44 , pp. 2029-2040
    • Rock, P.L.1    Roiser, J.P.2    Riedel, W.J.3    Blackwell, A.D.4
  • 70
    • 84862165867 scopus 로고    scopus 로고
    • A meta-analysis of cognitive deficits in first-episode major depressive disorder
    • PID: 22088608
    • Lee, R. S. C., Hermens, D. F., Porter, M. A. & Redoblado-Hodge, M. A. A meta-analysis of cognitive deficits in first-episode major depressive disorder. J. Affect. Disord. 140, 113–124 (2012).
    • (2012) J. Affect. Disord. , vol.140 , pp. 113-124
    • Lee, R.S.C.1    Hermens, D.F.2    Porter, M.A.3    Redoblado-Hodge, M.A.4
  • 71
    • 85060947311 scopus 로고    scopus 로고
    • Perceived sleep quality predicts cognitive function in adults with major depressive disorder independent of depression severity
    • Cha, D. S. et al. Perceived sleep quality predicts cognitive function in adults with major depressive disorder independent of depression severity. Ann. Clin. psychiatry: Off. J. Am. Acad. Clin. Psychiatr. 31, 17–26 (2019).
    • (2019) Ann. Clin. psychiatry: Off. J. Am. Acad. Clin. Psychiatr. , vol.31 , pp. 17-26
    • Cha, D.S.1
  • 72
    • 85042385104 scopus 로고    scopus 로고
    • Cognitive predictors of illness course at 12 months after first-episode of depression
    • COI: 1:CAS:528:DC%2BC1cXjtFams78%3D, PID: 29482974
    • Vicent-Gil, M. et al. Cognitive predictors of illness course at 12 months after first-episode of depression. Eur. Neuropsychopharmacol. 28, 529–537 (2018).
    • (2018) Eur. Neuropsychopharmacol. , vol.28 , pp. 529-537
    • Vicent-Gil, M.1
  • 73
    • 84924210882 scopus 로고    scopus 로고
    • Cognitive dysfunction in major depressive disorder: a state-of-the-art clinical review
    • PID: 25470396
    • Bortolato, B., Carvalho, A. F. & McIntyre, R. S. Cognitive dysfunction in major depressive disorder: a state-of-the-art clinical review. CNS Neurol. Disord. drug targets 13, 1804–1818 (2014).
    • (2014) CNS Neurol. Disord. drug targets , vol.13 , pp. 1804-1818
    • Bortolato, B.1    Carvalho, A.F.2    McIntyre, R.S.3
  • 74
    • 84856098183 scopus 로고    scopus 로고
    • Cognitive mechanisms of treatment in depression
    • COI: 1:CAS:528:DC%2BC3MXhs1ejs77O, PID: 21976044
    • Roiser, J. P., Elliott, R. & Sahakian, B. J. Cognitive mechanisms of treatment in depression. Neuropsychopharmacology 37, 117–136 (2012).
    • (2012) Neuropsychopharmacology , vol.37 , pp. 117-136
    • Roiser, J.P.1    Elliott, R.2    Sahakian, B.J.3
  • 75
    • 85015348777 scopus 로고    scopus 로고
    • Executive functioning at baseline prospectively predicts depression treatment response
    • 16m01949
    • Dawson, E. L. et al. Executive functioning at baseline prospectively predicts depression treatment response. Prim. Care Companion J. Clinical Psychiatry 19, 16m01949 (2017).
    • (2017) Prim. Care Companion J. Clinical Psychiatry , vol.19
    • Dawson, E.L.1
  • 76
    • 85051774678 scopus 로고    scopus 로고
    • Affective problems and decline in cognitive state in older adults: a systematic review and meta-analysis
    • COI: 1:STN:280:DC%2BC1Mfmtlaiuw%3D%3D, PID: 29792244
    • John, A., Patel, U., Rusted, J., Richards, M. & Gaysina, D. Affective problems and decline in cognitive state in older adults: a systematic review and meta-analysis. Psychol. Med. 49, 353–365 (2019).
    • (2019) Psychol. Med. , vol.49 , pp. 353-365
    • John, A.1    Patel, U.2    Rusted, J.3    Richards, M.4    Gaysina, D.5
  • 77
    • 78649726626 scopus 로고    scopus 로고
    • Personalized medicine for depression: can we match patients with treatments?
    • PID: 20843873
    • Simon, G. E. & Perlis, R. H. Personalized medicine for depression: can we match patients with treatments? Am. J. psychiatry 167, 1445–1455 (2010).
    • (2010) Am. J. psychiatry , vol.167 , pp. 1445-1455
    • Simon, G.E.1    Perlis, R.H.2
  • 78
    • 84963819322 scopus 로고    scopus 로고
    • Consumer sleep tracking devices: a review of mechanisms, validity and utility
    • COI: 1:CAS:528:DC%2BC28XmsValur0%3D, PID: 27043070
    • Kolla, B. P., Mansukhani, S. & Mansukhani, M. P. Consumer sleep tracking devices: a review of mechanisms, validity and utility. Expert Rev. Med. Devices 13, 497–506 (2016).
    • (2016) Expert Rev. Med. Devices , vol.13 , pp. 497-506
    • Kolla, B.P.1    Mansukhani, S.2    Mansukhani, M.P.3
  • 79
    • 85045167731 scopus 로고    scopus 로고
    • The ENGAGE study: integrating neuroimaging, virtual reality and smartphone sensing to understand self-regulation for managing depression and obesity in a precision medicine model
    • PID: 29074231
    • Williams, L. M. et al. The ENGAGE study: integrating neuroimaging, virtual reality and smartphone sensing to understand self-regulation for managing depression and obesity in a precision medicine model. Behav. Res. Ther. 101, 58–70 (2018).
    • (2018) Behav. Res. Ther. , vol.101 , pp. 58-70
    • Williams, L.M.1
  • 80
    • 85045100366 scopus 로고    scopus 로고
    • Current, future and potential use of mobile and wearable technologies and social media data in the ABCD study to increase understanding of contributors to child health
    • COI: 1:STN:280:DC%2BC1Mjgsl2ksA%3D%3D, PID: 29636283
    • Bagot, K. S. et al. Current, future and potential use of mobile and wearable technologies and social media data in the ABCD study to increase understanding of contributors to child health. Dev. Cogn. Neurosci. 32, 121–129 (2018).
    • (2018) Dev. Cogn. Neurosci. , vol.32 , pp. 121-129
    • Bagot, K.S.1
  • 81
    • 85060260576 scopus 로고    scopus 로고
    • Objective smartphone data as a potential diagnostic marker of bipolar disorder
    • PID: 30387368
    • Faurholt-Jepsen, M. et al. Objective smartphone data as a potential diagnostic marker of bipolar disorder. Aust. N.Z. J. Psychiatry 53, 119–128 (2019).
    • (2019) Aust. N.Z. J. Psychiatry , vol.53 , pp. 119-128
    • Faurholt-Jepsen, M.1
  • 83
    • 0034278749 scopus 로고    scopus 로고
    • Bipolar disorder during adolescence and young adulthood in a community sample
    • COI: 1:STN:280:DC%2BD3M3ks1Kisw%3D%3D, PID: 11249806
    • Lewinsohn, P. M., Klein, D. N. & Seeley, J. R. Bipolar disorder during adolescence and young adulthood in a community sample. Bipolar Disord. 2, 281–293 (2000).
    • (2000) Bipolar Disord. , vol.2 , pp. 281-293
    • Lewinsohn, P.M.1    Klein, D.N.2    Seeley, J.R.3
  • 84
    • 84959328652 scopus 로고    scopus 로고
    • Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests
    • Vickers, A. J., Van Calster, B. & Steyerberg, E. W. Net benefit approaches to the evaluation of prediction models, molecular markers, and diagnostic tests. BMJ (Clin. Res. ed.) 352, i6 (2016).
    • (2016) BMJ (Clin. Res. ed.) , vol.352 , pp. i6
    • Vickers, A.J.1    Van Calster, B.2    Steyerberg, E.W.3
  • 85
    • 85089606283 scopus 로고    scopus 로고
    • Digital biomarkers of cognitive function
    • Dagum, P. Digital biomarkers of cognitive function. npj Digital Med. 1, 10 (2018).
    • (2018) npj Digital Med. , vol.1 , pp. 10
    • Dagum, P.1
  • 87
    • 85036497352 scopus 로고    scopus 로고
    • High-accuracy detection of early Parkinson's Disease using multiple characteristics of finger movement while typing
    • PID: 29190695, COI: 1:CAS:528:DC%2BC1cXitFKhtb7K
    • Adams, W. R. High-accuracy detection of early Parkinson's Disease using multiple characteristics of finger movement while typing. PLOS ONE 12, e0188226 (2017).
    • (2017) PLOS ONE , vol.12
    • Adams, W.R.1
  • 88
    • 84929305510 scopus 로고    scopus 로고
    • How to optimize the treatment of early stage Parkinson's disease
    • PID: 25973179, COI: 1:CAS:528:DC%2BC2MXmtFaqt7w%3D
    • Stocchi, F., Vacca, L. & Radicati, F. G. How to optimize the treatment of early stage Parkinson's disease. Transl. Neurodegener. 4, 4–4 (2015).
    • (2015) Transl. Neurodegener. , vol.4 , pp. 4
    • Stocchi, F.1    Vacca, L.2    Radicati, F.G.3
  • 89
    • 85049697624 scopus 로고    scopus 로고
    • The accuracy of the clinical diagnosis of Parkinson disease. The HUNT study
    • PID: 29992351
    • Hustad, E., Skogholt, A. H., Hveem, K. & Aasly, J. O. The accuracy of the clinical diagnosis of Parkinson disease. The HUNT study. J. Neurol. 265, 2120–2124 (2018).
    • (2018) J. Neurol. , vol.265 , pp. 2120-2124
    • Hustad, E.1    Skogholt, A.H.2    Hveem, K.3    Aasly, J.O.4
  • 90
    • 0036829811 scopus 로고    scopus 로고
    • How valid is the clinical diagnosis of Parkinson's disease in the community?
    • COI: 1:STN:280:DC%2BD38njvVSkug%3D%3D
    • Schrag, A., Ben-Shlomo, Y. & Quinn, N. How valid is the clinical diagnosis of Parkinson's disease in the community? J. Neurol., Neurosurg. Psychiatry 73, 529–534 (2002).
    • (2002) J. Neurol., Neurosurg. Psychiatry , vol.73 , pp. 529-534
    • Schrag, A.1    Ben-Shlomo, Y.2    Quinn, N.3
  • 91
    • 84874564124 scopus 로고    scopus 로고
    • Improving outcomes through early diagnosis of Parkinson's disease
    • PID: 23039866
    • Pagan, F. L. Improving outcomes through early diagnosis of Parkinson's disease. Am. J. Manag. care 18, S176–182 (2012).
    • (2012) Am. J. Manag. care , vol.18 , pp. S176-S182
    • Pagan, F.L.1
  • 92
    • 85058860588 scopus 로고    scopus 로고
    • Cognitive impairment in Parkinson’s disease: a report from a multidisciplinary symposium on unmet needs and future directions to maintain cognitive health
    • Goldman, J. G. et al. Cognitive impairment in Parkinson’s disease: a report from a multidisciplinary symposium on unmet needs and future directions to maintain cognitive health. npj Park.'s. Dis. 4, 19 (2018).
    • (2018) npj Park.'s. Dis. , vol.4 , pp. 19
    • Goldman, J.G.1
  • 94
    • 84934967792 scopus 로고    scopus 로고
    • Living with, managing and minimising treatment burden in long term conditions: a systematic review of qualitative research
    • PID: 26024379, COI: 1:CAS:528:DC%2BC2MXhslKqsbvF
    • Demain, S. et al. Living with, managing and minimising treatment burden in long term conditions: a systematic review of qualitative research. PLOS ONE 10, e0125457–e0125457 (2015).
    • (2015) PLOS ONE , vol.10 , pp. e0125457
    • Demain, S.1
  • 95
    • 84877331082 scopus 로고    scopus 로고
    • Opportunities and challenges for smartphone applications in supporting health behavior change: qualitative study
    • PID: 23598614
    • Dennison, L., Morrison, L., Conway, G. & Yardley, L. Opportunities and challenges for smartphone applications in supporting health behavior change: qualitative study. J. Med. Internet Res. 15, e86 (2013).
    • (2013) J. Med. Internet Res. , vol.15
    • Dennison, L.1    Morrison, L.2    Conway, G.3    Yardley, L.4
  • 96
    • 85045783136 scopus 로고    scopus 로고
    • Ethical perspectives on recommending digital technology for patients with mental illness
    • PID: 28155206
    • Bauer, M. et al. Ethical perspectives on recommending digital technology for patients with mental illness. Int. J. bipolar Disord. 5, 6–6 (2017).
    • (2017) Int. J. bipolar Disord. , vol.5 , pp. 6
    • Bauer, M.1
  • 97
    • 85065021582 scopus 로고    scopus 로고
    • Assessment of the data sharing and privacy practices of smartphone apps for depression and smoking cessation
    • PID: 31002321
    • Huckvale, K., Torous, J. & Larsen, M. E. Assessment of the data sharing and privacy practices of smartphone apps for depression and smoking cessation. JAMA Netw. Open 2, e192542–e192542 (2019).
    • (2019) JAMA Netw. Open , vol.2 , pp. e192542
    • Huckvale, K.1    Torous, J.2    Larsen, M.E.3
  • 98
    • 85066478575 scopus 로고    scopus 로고
    • The role of data type and recipient in individuals’ perspectives on sharing passively collected smartphone data for mental health: Cross-sectional questionnaire study
    • PID: 30950799
    • Nicholas, J. et al. The role of data type and recipient in individuals’ perspectives on sharing passively collected smartphone data for mental health: Cross-sectional questionnaire study. JMIR Mhealth Uhealth 7, e12578 (2019).
    • (2019) JMIR Mhealth Uhealth , vol.7
    • Nicholas, J.1
  • 99
    • 85059328542 scopus 로고    scopus 로고
    • The new digital divide for digital biomarkers
    • PID: 29104959
    • Torous, J., Rodriguez, J. & Powell, A. The new digital divide for digital biomarkers. Digit. Biomark. 1, 87–91 (2017).
    • (2017) Digit. Biomark. , vol.1 , pp. 87-91
    • Torous, J.1    Rodriguez, J.2    Powell, A.3
  • 101
    • 85059884477 scopus 로고    scopus 로고
    • Artificial intelligence, bias and clinical safety
    • PID: 30636200
    • Challen, R. et al. Artificial intelligence, bias and clinical safety. BMJ Qual. Saf. 28, 231–237 (2019).
    • (2019) BMJ Qual. Saf. , vol.28 , pp. 231-237
    • Challen, R.1
  • 103
    • 85058771359 scopus 로고    scopus 로고
    • Ensuring fairness in machine learning to advance health equity
    • PID: 30508424
    • Rajkomar, A., Hardt, M., Howell, M. D., Corrado, G. & Chin, M. H. Ensuring fairness in machine learning to advance health equity. Ann. Intern. Med. 169, 866–872 (2018).
    • (2018) Ann. Intern. Med. , vol.169 , pp. 866-872
    • Rajkomar, A.1    Hardt, M.2    Howell, M.D.3    Corrado, G.4    Chin, M.H.5
  • 104
    • 85019034337 scopus 로고    scopus 로고
    • Exploring the potential of technology-based mental health services for homeless youth: A qualitative study
    • PID: 28481610
    • Adkins, E. C. et al. Exploring the potential of technology-based mental health services for homeless youth: A qualitative study. Psychol. Serv. 14, 238–245 (2017).
    • (2017) Psychol. Serv. , vol.14 , pp. 238-245
    • Adkins, E.C.1
  • 105
    • 85042499691 scopus 로고    scopus 로고
    • The Lancet Psychiatry Commission on psychological treatments research in tomorrow's science
    • PID: 29482764
    • Holmes, E. A. et al. The Lancet Psychiatry Commission on psychological treatments research in tomorrow's science. Lancet Psychiatry 5, 237–286 (2018).
    • (2018) Lancet Psychiatry , vol.5 , pp. 237-286
    • Holmes, E.A.1
  • 106
    • 85028457922 scopus 로고    scopus 로고
    • eHealth interventions for the prevention of depression and anxiety in the general population: a systematic review and meta-analysis
    • COI: 1:STN:280:DC%2BC1cbis1Ojsw%3D%3D, PID: 28851342
    • Deady, M. et al. eHealth interventions for the prevention of depression and anxiety in the general population: a systematic review and meta-analysis. BMC Psychiatry 17, 310–310 (2017).
    • (2017) BMC Psychiatry , vol.17 , pp. 310
    • Deady, M.1
  • 107
    • 85058776876 scopus 로고    scopus 로고
    • Which eHealth interventions are most effective for smoking cessation? A systematic review
    • PID: 30349201
    • Do, H. P. et al. Which eHealth interventions are most effective for smoking cessation? A systematic review. Patient Prefer. adherence 12, 2065–2084 (2018).
    • (2018) Patient Prefer. adherence , vol.12 , pp. 2065-2084
    • Do, H.P.1
  • 108
    • 85014356626 scopus 로고    scopus 로고
    • Effectiveness of mHealth interventions for patients with diabetes: an overview of systematic reviews
    • PID: 28249025, COI: 1:CAS:528:DC%2BC1cXnvF2m
    • Kitsiou, S., Paré, G., Jaana, M. & Gerber, B. Effectiveness of mHealth interventions for patients with diabetes: an overview of systematic reviews. PLOS ONE 12, e0173160 (2017).
    • (2017) PLOS ONE , vol.12
    • Kitsiou, S.1    Paré, G.2    Jaana, M.3    Gerber, B.4
  • 109
    • 85061830084 scopus 로고    scopus 로고
    • Impact of eHealth on medication adherence among patients with asthma: a systematic review and meta-analysis
    • PID: 30803887
    • Jeminiwa, R. et al. Impact of eHealth on medication adherence among patients with asthma: a systematic review and meta-analysis. Respir. Med. 149, 59–68 (2019).
    • (2019) Respir. Med. , vol.149 , pp. 59-68
    • Jeminiwa, R.1
  • 110
    • 85052897275 scopus 로고    scopus 로고
    • Mobile technologies for managing heart failure: a systematic review and meta-analysis
    • Carbo, A. et al. Mobile technologies for managing heart failure: a systematic review and meta-analysis. Telemed. e-Health 24, 958–968 (2018).
    • (2018) Telemed. e-Health , vol.24 , pp. 958-968
    • Carbo, A.1
  • 111
    • 85086719384 scopus 로고    scopus 로고
    • Mobile sensing and support for people with depression: a pilot trial in the wild
    • PID: 27655245
    • Wahle, F., Kowatsch, T., Fleisch, E., Rufer, M. & Weidt, S. Mobile sensing and support for people with depression: a pilot trial in the wild. JMIR MHealth UHealth 4, e111 (2016).
    • (2016) JMIR MHealth UHealth , vol.4
    • Wahle, F.1    Kowatsch, T.2    Fleisch, E.3    Rufer, M.4    Weidt, S.5
  • 112
    • 84940886639 scopus 로고    scopus 로고
    • MOSS—mobile sensing and support detection of depressive moods with an app and help those affected
    • PID: 26323953
    • Weidt, S., Wahle, F., Rufer, M., Horni, A. & Kowatsch, T. MOSS—mobile sensing and support detection of depressive moods with an app and help those affected. Ther. Umsch. 72, 553–555 (2015).
    • (2015) Ther. Umsch. , vol.72 , pp. 553-555
    • Weidt, S.1    Wahle, F.2    Rufer, M.3    Horni, A.4    Kowatsch, T.5
  • 113
    • 3242723886 scopus 로고    scopus 로고
    • Cost-effectiveness of computerised cognitive-behavioural therapy for anxiety and depression in primary care: randomised controlled trial
    • McCrone, P. et al. Cost-effectiveness of computerised cognitive-behavioural therapy for anxiety and depression in primary care: randomised controlled trial. Br. J. psychiatry: J. Ment. Sci. 185, 55–62 (2004).
    • (2004) Br. J. psychiatry: J. Ment. Sci. , vol.185 , pp. 55-62
    • McCrone, P.1
  • 114
    • 85048133900 scopus 로고    scopus 로고
    • Clinical review of user engagement with mental health smartphone apps: evidence, theory and improvements
    • PID: 29871870
    • Torous, J., Nicholas, J., Larsen, M. E., Firth, J. & Christensen, H. Clinical review of user engagement with mental health smartphone apps: evidence, theory and improvements. Evid. Based Ment. Health 21, 116–119 (2018).
    • (2018) Evid. Based Ment. Health , vol.21 , pp. 116-119
    • Torous, J.1    Nicholas, J.2    Larsen, M.E.3    Firth, J.4    Christensen, H.5
  • 116
    • 84977265440 scopus 로고    scopus 로고
    • The efficacy and cost-effectiveness of stepped care prevention and treatment for depressive and/or anxiety disorders: a systematic review and meta-analysis
    • COI: 1:CAS:528:DC%2BC28XhtFaiu7%2FM, PID: 27377429
    • Ho, F. Y.-Y., Yeung, W.-F., Ng, T. H.-Y. & Chan, C. S. The efficacy and cost-effectiveness of stepped care prevention and treatment for depressive and/or anxiety disorders: a systematic review and meta-analysis. Sci. Rep. 6, 29281–29281 (2016).
    • (2016) Sci. Rep. , vol.6 , pp. 29281
    • Ho, F.Y.-Y.1    Yeung, W.-F.2    Ng, T.H.-Y.3    Chan, C.S.4
  • 117
    • 84949985138 scopus 로고    scopus 로고
    • Taking the human out of the loop: a review of bayesian optimization
    • Shahriari, B., Swersky, K., Wang, Z., Adams, R. P. & Freitas, Nd Taking the human out of the loop: a review of bayesian optimization. Proc. IEEE 104, 148–175 (2016).
    • (2016) Proc. IEEE , vol.104 , pp. 148-175
    • Shahriari, B.1    Swersky, K.2    Wang, Z.3    Adams, R.P.4    Freitas, N.5
  • 118
    • 84924104701 scopus 로고    scopus 로고
    • Daily electronic monitoring of subjective and objective measures of illness activity in bipolar disorder using smartphones-the MONARCA II trial protocol: A randomized controlled single-blind parallel-group trial
    • Faurholt-Jepsen, M. et al. Daily electronic monitoring of subjective and objective measures of illness activity in bipolar disorder using smartphones-the MONARCA II trial protocol: a randomized controlled single-blind parallel-group trial. BMC Psychiatry 14, 309 (2014).
    • (2014) BMC Psychiatry , vol.14 , pp. 309
    • Faurholt-Jepsen, M.1
  • 119
    • 84866173675 scopus 로고    scopus 로고
    • UK Biobank: current status and what it means for epidemiology
    • Allen, N. et al. UK Biobank: current status and what it means for epidemiology. Health Policy Technol. 1, 123–126 (2012).
    • (2012) Health Policy Technol. , vol.1 , pp. 123-126
    • Allen, N.1
  • 120
    • 84859215798 scopus 로고    scopus 로고
    • What makes UK Biobank special?
    • Collins, R. What makes UK Biobank special? Lancet (Lond., Engl.) 379, 1173–1174 (2012).
    • (2012) Lancet (Lond., Engl.) , vol.379 , pp. 1173-1174
    • Collins, R.1
  • 121
    • 85063080739 scopus 로고    scopus 로고
    • Digital health at fifteen: more human (more needed)
    • PID: 30879466
    • Huckvale, K., Wang, C. J., Majeed, A. & Car, J. Digital health at fifteen: more human (more needed). BMC Med. 17, 62 (2019).
    • (2019) BMC Med. , vol.17
    • Huckvale, K.1    Wang, C.J.2    Majeed, A.3    Car, J.4
  • 122
    • 85015047040 scopus 로고    scopus 로고
    • A critical review for developing accurate and dynamic predictive models using machine learning methods in medicine and health care
    • PID: 28285459
    • Alanazi, H. O., Abdullah, A. H. & Qureshi, K. N. A critical review for developing accurate and dynamic predictive models using machine learning methods in medicine and health care. J. Med. Syst. 41, 69 (2017).
    • (2017) J. Med. Syst. , vol.41
    • Alanazi, H.O.1    Abdullah, A.H.2    Qureshi, K.N.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.