Piloting Smartphone Digital Phenotyping to Understand Problematic Internet Use in an Adolescent and Young Adult Sample

被引:6
作者
Gansner, Meredith [1 ]
Nisenson, Melanie [1 ]
Lin, Vanessa [1 ]
Carson, Nicholas [1 ]
Torous, John [2 ]
机构
[1] Cambridge Hlth Alliance, Dept Psychiat, 1493 Cambridge St, Cambridge, MA 02139 USA
[2] Beth Israel Deaconess Med Ctr, Dept Digital Psychiat, 330 Brookline Dr, Boston, MA 02215 USA
关键词
Problematic internet use; Digital phenotyping; Adolescent psychiatry; Digital media; Smartphone data; SCHOOL-STUDENTS; DEPRESSION; DISORDER; ASSOCIATION; PREVALENCE; ADDICTION; SYMPTOMS; TIME;
D O I
10.1007/s10578-022-01313-y
中图分类号
B844 [发展心理学(人类心理学)];
学科分类号
040202 ;
摘要
Problematic Internet use (PIU) preferentially affects youth development, particularly youth with psychiatric conditions. Studies attempting to understand PIU and its impact on adolescent mental health have been limited by cross-sectional design and self-report data. Even with a small sample size, digital phenotyping (DP) methodology can address these limitations through repeated sampling and collection of survey and sensor data through personal smartphones. This study pilots a 6-week DP protocol in 28 youth in mental health treatment in order to assess relationships between PIU, mood symptoms, and daily behaviors like smartphone engagement and daily travel in this high-risk population. Our results found shared associations between depression and PIU, where symptom severity of both worsened in the setting of decreased smartphone engagement. These clinically relevant findings indicate that, rather than uniformly worsening mental health, increased digital engagement may actually provide short-term relief from negative affect in youth with psychiatric comorbidities.
引用
收藏
页码:997 / 1004
页数:8
相关论文
共 41 条
[1]  
American Psychiatric Association, 2013, Diagnostic and Statistical Manual of Mental Disorders 5th Edition, V5th, DOI 10.1176/appi.books.9780890425596
[2]   How Much Time Do You Spend Online? Understanding and Improving the Accuracy of Self-Reported Measures of Internet Use [J].
Araujo, Theo ;
Wonneberger, Anke ;
Neijens, Peter ;
de Vreese, Claes .
COMMUNICATION METHODS AND MEASURES, 2017, 11 (03) :173-190
[3]   Relationships between screen time, internet addiction and other lifestyle behaviors with obesity among secondary school students in the Turkish Republic of Northern Cyprus [J].
Asut, Ozen ;
Abuduxike, Gulifeiya ;
Acar-Vaizoglu, Songul ;
Cali, Sanda .
TURKISH JOURNAL OF PEDIATRICS, 2019, 61 (04) :568-579
[4]   Determining sample size and length of follow-up for smartphone-based digital phenotyping studies [J].
Barnett, Ian ;
Torous, John ;
Reeder, Harrison T. ;
Baker, Justin ;
Onnela, Jukka-Pekka .
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2020, 27 (12) :1844-1849
[5]   Inferring mobility measures from GPS traces with missing data [J].
Barnett, Ian ;
Onnela, Jukka-Pekka .
BIOSTATISTICS, 2020, 21 (02) :E98-E112
[6]   Comparing Approaches to Mobile Depression Assessment for Measurement-Based Care: Prospective Study [J].
Bauer, Amy M. ;
Baldwin, Scott A. ;
Anguera, Joaquin A. ;
Arean, Patricia A. ;
Atkins, David C. .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2018, 20 (06)
[7]   Psychometric Properties of the Problematic Internet Use Questionnaire Short-Form (PIUQ-SF-6) in a Nationally Representative Sample of Adolescents [J].
Demetrovics, Zsolt ;
Kiraly, Orsolya ;
Koronczai, Beatrix ;
Griffiths, Mark D. ;
Nagygyorgy, Katalin ;
Elekes, Zsuzsanna ;
Tamas, Domokos ;
Kun, Bernadette ;
Kokonyei, Gyongyi ;
Urban, Robert .
PLOS ONE, 2016, 11 (08)
[8]   Prevalence of pathological internet use among adolescents in Europe: demographic and social factors [J].
Durkee, Tony ;
Kaess, Michael ;
Carli, Vladimir ;
Parzer, Peter ;
Wasserman, Camilla ;
Floderus, Birgitta ;
Apter, Alan ;
Balazs, Judit ;
Barzilay, Shira ;
Bobes, Julio ;
Brunner, Romuald ;
Corcoran, Paul ;
Cosman, Doina ;
Cotter, Padraig ;
Despalins, Romain ;
Graber, Nadja ;
Guillemin, Francis ;
Haring, Christian ;
Kahn, Jean-Pierre ;
Mandelli, Laura ;
Marusic, Dragan ;
Meszaros, Gergely ;
Musa, George J. ;
Postuvan, Vita ;
Resch, Franz ;
Saiz, Pilar A. ;
Sisask, Merike ;
Varnik, Airi ;
Sarchiapone, Marco ;
Hoven, Christina W. ;
Wasserman, Danuta .
ADDICTION, 2012, 107 (12) :2210-2222
[9]   Pathological Internet Use-An Important Comorbidity in Child and Adolescent Psychiatry: Prevalence and Correlation Patterns in a Naturalistic Sample of Adolescent Inpatients [J].
Fuchs, Martin ;
Riedl, David ;
Bock, Astrid ;
Rumpold, Gerhard ;
Sevecke, Kathrin .
BIOMED RESEARCH INTERNATIONAL, 2018, 2018
[10]   A pilot study using ecological momentary assessment via smartphone application to identify adolescent problematic internet use [J].
Gansner, Meredith ;
Nisenson, Melanie ;
Carson, Nicholas ;
Torous, John .
PSYCHIATRY RESEARCH, 2020, 293