Literature DB >> 33190842

Smartphone sensing of social interactions in people with and without schizophrenia.

Daniel Fulford1, Jasmine Mote2, Rachel Gonzalez3, Samuel Abplanalp2, Yuting Zhang4, Jarrod Luckenbaugh5, Jukka-Pekka Onnela6, Carlos Busso5, David E Gard3.   

Abstract

Social impairment is a cardinal feature of schizophrenia spectrum disorders (SZ). Smaller social network size, diminished social skills, and loneliness are highly prevalent. Existing, gold-standard assessments of social impairment in SZ often rely on self-reported information that depends on retrospective recall and detailed accounts of complex social behaviors. This is particularly problematic in people with SZ given characteristic cognitive impairments and reduced insight. Ecological Momentary Assessment (EMA; repeated self-reports completed in the context of daily life) allows for the measurement of social behavior as it occurs in vivo, yet still relies on participant input. Momentary characterization of behavior using smartphone sensors (e.g., GPS, microphone) may also provide ecologically valid indicators of social functioning. In the current study we tested associations between both active (e.g., EMA-reported number of interactions) and passive (GPS-based mobility, conversations captured by microphone) smartphone-based measures of social activity and measures of social functioning and loneliness to examine the promise of such measures for understanding social impairment in SZ. Our results indicate that passive markers of mobility were more consistently associated with EMA measures of social behavior in controls than in people with SZ. Furthermore, dispositional loneliness showed associations with mobility metrics in both groups, while general social functioning was less related to these metrics. Finally, interactions detected in the ambient audio were more tied to social functioning in SZ than in controls. Findings speak to the promise of smartphone-based digital phenotyping as an approach to understanding objective markers of social activity in people with and without schizophrenia.
Copyright © 2020 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Behavioral sensing; Digital phenotyping; Ecological momentary assessment; Schizophrenia; Smartphones; Social functioning; Social sensing

Mesh:

Year:  2020        PMID: 33190842      PMCID: PMC8084875          DOI: 10.1016/j.jpsychires.2020.11.002

Source DB:  PubMed          Journal:  J Psychiatr Res        ISSN: 0022-3956            Impact factor:   4.791


  32 in total

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2.  Loneliness in psychosis: a systematic review.

Authors:  Michelle H Lim; John F M Gleeson; Mario Alvarez-Jimenez; David L Penn
Journal:  Soc Psychiatry Psychiatr Epidemiol       Date:  2018-01-11       Impact factor: 4.328

3.  Digital Phenotyping in Patients with Spine Disease: A Novel Approach to Quantifying Mobility and Quality of Life.

Authors:  David J Cote; Ian Barnett; Jukka-Pekka Onnela; Timothy R Smith
Journal:  World Neurosurg       Date:  2019-02-22       Impact factor: 2.104

4.  MOOD STATE PREDICTION FROM SPEECH OF VARYING ACOUSTIC QUALITY FOR INDIVIDUALS WITH BIPOLAR DISORDER.

Authors:  John Gideon; Emily Mower Provost; Melvin McInnis
Journal:  Proc IEEE Int Conf Acoust Speech Signal Process       Date:  2016-03

5.  Symptom dimensions and functional impairment in early psychosis: more to the story than just negative symptoms.

Authors:  Daniel Fulford; Tara A Niendam; Erin G Floyd; Cameron S Carter; Daniel H Mathalon; Sophia Vinogradov; Barbara K Stuart; Rachel L Loewy
Journal:  Schizophr Res       Date:  2013-04-12       Impact factor: 4.939

6.  Subjective life satisfaction and living situations of persons in Finland with long-term schizophrenia.

Authors:  Raimo K R Salokangas; Teija Honkonen; Eija Stengård; Anna-Maija Koivisto
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7.  Loneliness in psychotic illness and its association with cardiometabolic disorders.

Authors:  Johanna C Badcock; Andrew Mackinnon; Anna Waterreus; Gerald F Watts; David Castle; John J McGrath; Vera A Morgan
Journal:  Schizophr Res       Date:  2018-09-20       Impact factor: 4.939

8.  Correlates of loneliness among persons with psychotic disorders.

Authors:  Kelsey A Ludwig; Lana N Nye; Grace L Simmons; Lars F Jarskog; Amy E Pinkham; Philip D Harvey; David L Penn
Journal:  Soc Psychiatry Psychiatr Epidemiol       Date:  2019-10-30       Impact factor: 4.328

Review 9.  Attributions and expressed emotion: a review.

Authors:  Christine Barrowclough; Jill M Hooley
Journal:  Clin Psychol Rev       Date:  2003-11

10.  GPS mobility as a digital biomarker of negative symptoms in schizophrenia: a case control study.

Authors:  Colin A Depp; Jesse Bashem; Raeanne C Moore; Jason L Holden; Tanya Mikhael; Joel Swendsen; Philip D Harvey; Eric L Granholm
Journal:  NPJ Digit Med       Date:  2019-11-08
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  9 in total

1.  Personalizing interventions using real-world interactions: Improving symptoms and social functioning in schizophrenia with tailored metacognitive therapy.

Authors:  Kyle S Minor; Matthew P Marggraf; Beshaun J Davis; Jessica L Mickens; Danielle B Abel; Megan L Robbins; Kelly D Buck; Sarah E Wiehe; Paul H Lysaker
Journal:  J Consult Clin Psychol       Date:  2021-08-19

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Authors:  Adam J Culbreth; Deanna M Barch; Erin K Moran
Journal:  J Abnorm Psychol       Date:  2021-09-23

3.  Validation of accelerometry as a digital phenotyping measure of negative symptoms in schizophrenia.

Authors:  Gregory P Strauss; Ian M Raugh; Luyu Zhang; Lauren Luther; Hannah C Chapman; Daniel N Allen; Brian Kirkpatrick; Alex S Cohen
Journal:  Schizophrenia (Heidelb)       Date:  2022-04-15

Review 4.  Opportunities for Smartphone Sensing in E-Health Research: A Narrative Review.

Authors:  Pranav Kulkarni; Reuben Kirkham; Roisin McNaney
Journal:  Sensors (Basel)       Date:  2022-05-20       Impact factor: 3.847

5.  Similarity matrix-based anomaly detection for clinical intervention.

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6.  The growing field of digital psychiatry: current evidence and the future of apps, social media, chatbots, and virtual reality.

Authors:  John Torous; Sandra Bucci; Imogen H Bell; Lars V Kessing; Maria Faurholt-Jepsen; Pauline Whelan; Andre F Carvalho; Matcheri Keshavan; Jake Linardon; Joseph Firth
Journal:  World Psychiatry       Date:  2021-10       Impact factor: 49.548

7.  Social functioning in schizophrenia: Comparing laboratory-based assessment with real-world measures.

Authors:  Danielle B Abel; Kyle S Minor
Journal:  J Psychiatr Res       Date:  2021-04-30       Impact factor: 5.250

Review 8.  Loneliness and Social Isolation Detection Using Passive Sensing Techniques: Scoping Review.

Authors:  Malik Muhammad Qirtas; Evi Zafeiridi; Dirk Pesch; Eleanor Bantry White
Journal:  JMIR Mhealth Uhealth       Date:  2022-04-12       Impact factor: 4.947

9.  What Are We Measuring When We Evaluate Digital Interventions for Improving Lifestyle? A Scoping Meta-Review.

Authors:  Rodolfo Castro; Marcelo Ribeiro-Alves; Cátia Oliveira; Carmen Phang Romero; Hugo Perazzo; Mario Simjanoski; Flavio Kapciznki; Vicent Balanzá-Martínez; Raquel B De Boni
Journal:  Front Public Health       Date:  2022-01-03
  9 in total

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