Problematic smartphone use, nature connectedness, and anxiety

Background Smartphone use has increased greatly at a time when concerns about society’s disconnection from nature have also markedly increased. Recent research has also indicated that smartphone use can be problematic for a small minority of individuals. Methods In this study, associations between problematic smartphone use (PSU), nature connectedness, and anxiety were investigated using a cross-sectional design (n = 244). Results Associations between PSU and both nature connectedness and anxiety were confirmed. Receiver operating characteristic (ROC) curves were used to identify threshold values on the Problematic Smartphone Use Scale (PSUS) at which strong associations with anxiety and nature connectedness occur. The area under the curve was calculated and positive likelihood ratios used as a diagnostic parameter to identify optimal cut-off for PSU. These provided good diagnostic ability for nature connectedness, but poor and non-significant results for anxiety. ROC analysis showed the optimal PSUS threshold for high nature connectedness to be 15.5 (sensitivity: 58.3%; specificity: 78.6%) in response to an LR+ of 2.88. Conclusions The results demonstrate the potential utility for the PSUS as a diagnostic tool, with a level of smartphone use that users may perceive as non-problematic being a significant cut-off in terms of achieving beneficial levels of nature connectedness. Implications of these findings are discussed.

[1]  A. Howell,et al.  Meaning in Nature: Meaning in Life as a Mediator of the Relationship Between Nature Connectedness and Well-Being , 2013 .

[2]  S. C. Chong,et al.  Selfie and self: The effect of selfies on self-esteem and social sensitivity , 2017 .

[3]  William Gibson,et al.  Prevalence of Problematic Mobile Phone Use in British Adolescents , 2014, Cyberpsychology Behav. Soc. Netw..

[4]  M. Hagberg,et al.  Mobile phone use and stress, sleep disturbances, and symptoms of depression among young adults - a prospective cohort study , 2011, BMC public health.

[5]  Henrik von Wehrden,et al.  Human–nature connection : a multidisciplinary review , 2017 .

[6]  Lawrence E. Schmidt,et al.  The End of Ethics in a Technological Society , 2008 .

[7]  Angel Otero,et al.  Factors Associated with Cell Phone Use in Adolescents in the Community of Madrid (Spain) , 2009, Cyberpsychology Behav. Soc. Netw..

[8]  K. Gaston,et al.  Opportunity or Orientation? Who Uses Urban Parks and Why , 2014, PloS one.

[9]  D. Sheffield,et al.  Three good things in nature: noticing nearby nature brings sustained increases in connection with nature / Tres cosas buenas de la naturaleza: prestar atención a la naturaleza cercana produce incrementos prolongados en conexión con la naturaleza , 2017 .

[10]  Junqiang Dai,et al.  Defining optimal cutoff value of MGMT promoter methylation by ROC analysis for clinical setting in glioblastoma patients , 2017, Journal of Neuro-Oncology.

[11]  M. Chóliz Mobile phone addiction: a point of issue. , 2010, Addiction.

[12]  F. Mayer,et al.  Why Is Nature Beneficial? , 2009 .

[13]  F. Mayer,et al.  The connectedness to nature scale: A measure of individuals’ feeling in community with nature ☆ , 2004 .

[14]  Kwang-Ja Lee,et al.  Mobile Phone Overuse Among Elementary School Students in Korea: Factors Associated With Mobile Phone Use as a Behavior Addiction , 2015, Journal of addictions nursing.

[15]  Larry D. Rosen,et al.  Out of sight is not out of mind: The impact of restricting wireless mobile device use on anxiety levels among low, moderate and high users , 2014, Comput. Hum. Behav..

[16]  Alireza Atarodi,et al.  The Prevalence of Excessive Mobile Phone Use and its Relation With Mental Health Status and Demographic Factors Among the Students of Gonabad University of Medical Sciences in 2011 - 2012 , 2014 .

[17]  P. Maurage,et al.  Can Disordered Mobile Phone Use Be Considered a Behavioral Addiction? An Update on Current Evidence and a Comprehensive Model for Future Research , 2015, Current Addiction Reports.

[18]  D. Sheffield,et al.  Beyond knowing nature: Contact, emotion, compassion, meaning, and beauty are pathways to nature connection , 2017, PloS one.

[19]  James G. Phillips,et al.  Psychological Predictors of Problem Mobile Phone Use , 2005, Cyberpsychology Behav. Soc. Netw..

[20]  Timothy Taylor The Artificial Ape: How Technology Changed the Course of Human Evolution , 2010 .

[21]  John M. Zelenski,et al.  The relationship between nature connectedness and happiness: a meta-analysis , 2014, Front. Psychol..

[22]  Ying Huang,et al.  A Linear Regression Framework for the Receiver Operating Characteristic (ROC) Curve Analysis. , 2012, Journal of biometrics & biostatistics.

[23]  C. Florkowski Sensitivity, specificity, receiver-operating characteristic (ROC) curves and likelihood ratios: communicating the performance of diagnostic tests. , 2008, The Clinical biochemist. Reviews.

[24]  F. Mayer,et al.  The importance of connection to nature in assessing environmental education programs , 2014 .

[25]  D. Chambers The end of ethics. , 2014, Journal of the California Dental Association.

[26]  D. Sheffield,et al.  Joy and Calm: How an Evolutionary Functional Model of Affect Regulation Informs Positive Emotions in Nature , 2016 .

[27]  L. Julian,et al.  Measures of anxiety: State‐Trait Anxiety Inventory (STAI), Beck Anxiety Inventory (BAI), and Hospital Anxiety and Depression Scale‐Anxiety (HADS‐A) , 2011, Arthritis care & research.

[28]  Steven A. Murphy,et al.  Happiness is in our Nature: Exploring Nature Relatedness as a Contributor to Subjective Well-Being , 2011 .

[29]  Karen Buro,et al.  Nature connectedness: Associations with well-being and mindfulness , 2011 .

[30]  Andrew Lepp,et al.  The relationship between cell phone use, academic performance, anxiety, and Satisfaction with Life in college students , 2014, Comput. Hum. Behav..

[31]  V. Swami,et al.  Self-esteem mediates the relationship between connectedness to nature and body appreciation in women, but not men. , 2016, Body image.

[32]  Selin Kesebir,et al.  A Growing Disconnection From Nature Is Evident in Cultural Products , 2017, Perspectives on psychological science : a journal of the Association for Psychological Science.

[33]  Anind K. Dey,et al.  Automatically detecting problematic use of smartphones , 2013, UbiComp.

[34]  Robert Fletcher,et al.  Gaming conservation : Nature 2.0 confronts nature-deficit disorder , 2017 .

[35]  Christian Montag,et al.  The importance of analogue zeitgebers to reduce digital addictive tendencies in the 21st century , 2015, Addictive behaviors reports.

[36]  Joël Billieux,et al.  Problematic Use of the Mobile Phone: A Literature Review and a Pathways Model , 2012 .

[37]  K. Hajian‐Tilaki,et al.  Receiver Operating Characteristic (ROC) Curve Analysis for Medical Diagnostic Test Evaluation. , 2013, Caspian journal of internal medicine.

[38]  K. Röderer,et al.  Are nature lovers happy? On various indicators of well-being and connectedness with nature , 2012, Journal of health psychology.

[39]  T. Marteau,et al.  The development of a six-item short-form of the state scale of the Spielberger State-Trait Anxiety Inventory (STAI). , 1992, The British journal of clinical psychology.

[40]  RichardsonMiles,et al.  Reflective Self-Attention: A More Stable Predictor of Connection to Nature Than Mindful Attention , 2015 .

[41]  Determination of Persons at a High Risk of Falling in a Population of Healthy Community-Dwelling Elderly Japanese , 2013 .

[42]  John M. Zelenski,et al.  The NR-6: a new brief measure of nature relatedness , 2013, Front. Psychol..

[43]  R. Dirzo,et al.  Biological annihilation via the ongoing sixth mass extinction signaled by vertebrate population losses and declines , 2017, Proceedings of the National Academy of Sciences.

[44]  James Stinson Re-creating Wilderness 2.0: Or getting back to work in a virtual nature , 2017 .

[45]  W. Vanderburg The Labyrinth of Technology: A Preventive Technology and Economic Strategy as a Way Out , 2000 .

[46]  Derek Conrad Murray,et al.  Notes to self: the visual culture of selfies in the age of social media , 2015 .

[47]  Willem H. Vanderburg The labyrinth of technology , 2000 .

[48]  G. Spears,et al.  Some norms and reliability data for the State--Trait Anxiety Inventory and the Zung Self-Rating Depression scale. , 1983, The British journal of clinical psychology.

[49]  Daria J. Kuss,et al.  The conceptualization and assessment of problematic mobile phone use , 2015 .

[50]  F. Deane,et al.  Development of a Short Form of the Test Anxiety Inventory (TAI) , 2002, The Journal of general psychology.

[51]  David Sheffield,et al.  Nature: a new paradigm for well-being and ergonomics , 2017, Ergonomics.

[52]  M. Griffiths,et al.  An investigation into problematic smartphone use: The role of narcissism, anxiety, and personality factors , 2017, Journal of behavioral addictions.

[53]  K. Pisanski,et al.  Selfie posting behaviors are associated with narcissism among men , 2015 .

[54]  Monica Soliman,et al.  The Impact of Immersive Technology on Nature Relatedness and Pro-Environmental Behavior , 2017, J. Media Psychol. Theor. Methods Appl..

[55]  Miles Richardson,et al.  30 Days Wild: Development and Evaluation of a Large-Scale Nature Engagement Campaign to Improve Well-Being , 2016, PloS one.