Burstiness and Stochasticity in the Malleability of Physical Activity

被引:8
作者
Berardi, Vincent [1 ]
Pincus, David [1 ]
Walker, Evan [2 ]
Adams, Marc A. [3 ]
机构
[1] Chapman Univ, Crean Coll Hlth & Behav Sci, Dept Psychol, Orange, CA 92866 USA
[2] Chapman Univ, Dept Computat & Data Sci, Orange, CA USA
[3] Arizona State Univ, Coll Hlth Solut, Tempe, AZ USA
基金
美国国家卫生研究院;
关键词
behavioral intervention; behavior maintenance; inverse power law; self-organization; UNITED-STATES; HEAVY TAILS; DYNAMICS; REINFORCEMENT; ADOPTION;
D O I
10.1123/jsep.2020-0340
中图分类号
F [经济];
学科分类号
02 ;
摘要
This study examined whether patterns of self-organization in physical activity (PA) predicted long-term success in a yearlong PA intervention. Increased moderate to vigorous PA (MVPA) was targeted in insufficiently active adults (N = 512) via goal setting and financial reinforcement. The degree to which inverse power law distributions, which are reflective of self-organization, summarized (a) daily MVPA and (b) time elapsed between meeting daily goals (goal attainment interresponse times) was calculated. Goal attainment interresponse times were also used to calculate burstiness, the degree to which meeting daily goals clustered in time. Inverse power laws accurately summarized interresponse times, but not daily MVPA. For participants with higher levels of MVPA early in the study, burstiness in reaching goals was associated with long-term resistance to intervention, while stochasticity in meeting goals predicted receptiveness to intervention. These results suggest that burstiness may measure self-organizing resistance to change, while PA stochasticity could be a precondition for behavioral malleability.
引用
收藏
页码:387 / 397
页数:11
相关论文
共 52 条
[21]  
Iso-Ahola S.E, 2011, J NATURE SCI, V3, P1
[22]   Analytically Solvable Model of Spreading Dynamics with Non-Poissonian Processes [J].
Jo, Hang-Hyun ;
Perotti, Juan I. ;
Kaski, Kimmo ;
Kertesz, Janos .
PHYSICAL REVIEW X, 2014, 4 (01)
[23]   Circadian pattern and burstiness in mobile phone communication [J].
Jo, Hang-Hyun ;
Karsai, Marton ;
Kertesz, Janos ;
Kaski, Kimmo .
NEW JOURNAL OF PHYSICS, 2012, 14
[24]  
Karsai M, 2018, SPRINGERBR COMPLEX, P1, DOI 10.1007/978-3-319-68540-3
[25]   Small but slow world: How network topology and burstiness slow down spreading [J].
Karsai, M. ;
Kivela, M. ;
Pan, R. K. ;
Kaski, K. ;
Kertesz, J. ;
Barabasi, A. -L. ;
Saramaki, J. .
PHYSICAL REVIEW E, 2011, 83 (02)
[26]  
Kauffmann S, 1995, CHAOS COMPLEXITY SEL
[27]   The Pervasiveness of 1/f Scaling in Speech Reflects the Metastable Basis of Cognition [J].
Kello, Christopher T. ;
Anderson, Gregory G. ;
Holden, John G. ;
Van Orden, Guy C. .
COGNITIVE SCIENCE, 2008, 32 (07) :1217-1231
[28]   Measuring burstiness for finite event sequences [J].
Kim, Eun-Kyeong ;
Jo, Hang-Hyun .
PHYSICAL REVIEW E, 2016, 94 (03)
[29]  
Kruger J., 2005, Morbidity and Mortality Weekly Report, V54, P991
[30]   Statistical properties of human activity and criticality in active behavior [J].
Lee, Ji-Hye ;
Goh, Segun ;
Kim, Soon Ho ;
Kim, Jong Won ;
Lee, Yu Jin ;
Kim, Seog Ju ;
Choi, Mooyoung .
EPL, 2019, 126 (06)