Determining Pain Catastrophizing From Daily Pain App Assessment Data: Role of Computer-Based Classification

被引:6
作者
Jamison, Robert N.
Xu, Xinling
Wan, Limeng
Edwards, Robert R.
Ross, Edgar L.
机构
[1] Harvard Med Sch, Brigham & Womens Hosp, Pain Management Ctr, Dept Anesthesiol, Boston, MA 02115 USA
[2] Harvard Med Sch, Brigham & Womens Hosp, Pain Management Ctr, Dept Perioperat & Pain Med, Boston, MA 02115 USA
关键词
Catastrophizing; pain assessment; pain app; telemedicine; chronic pain; machine learning; COGNITIVE-BEHAVIORAL THERAPY; ELECTRONIC DIARIES; HOSPITAL ANXIETY; DEPRESSION; ASSOCIATIONS; TECHNOLOGY; DISABILITY; MANAGEMENT; VALIDITY; MODEL;
D O I
10.1016/j.jpain.2018.09.005
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
This study compared persons with chronic pain who consistently reported that their pain was worsening with those who reported that their pain was improving or remaining the same per daily assessment data from a smartphone pain app. All participants completed baseline measures and were asked to record their progress every day by answering whether their overall condition had improved, remained the same, or gotten worse (perceived change) on a visual analogue scale. One hundred forty-four individuals with chronic pain who successfully entered daily assessments were included. Those persons who were classified as worse showed significantly higher pain intensity scores, greater activity interference, higher disability and mood disturbance scores, and higher scores on the Pain Catastrophizing Scale both at baseline and after 3 months (P < .001). Repeated measures analyses and multilevel modeling of perceived change data over different time intervals of 20 assessments over 40 days, 10 assessments over 20 days, and 5 assessments over 10 days were examined. These analyses demonstrated that group classification of better, same, and worse could be reliably determined, even with as few as 5 assessments. These results support the use of innovative mobile health technology to identify individuals who are prone to catastrophize about their pain. Perspective: This study demonstrated that daily assessment of overall perceived change with a smartphone pain app was positively correlated with the Pain Catastrophizing Scale and capturing short-term daily assessment trends data using computer-based classification methods might be a future way to help to identify individuals who tend to catastrophize about their pain. (C) 2018 by the American Pain Society
引用
收藏
页码:278 / 287
页数:10
相关论文
共 51 条
[1]   Smartphone applications for chronic pain management: a critical appraisal [J].
Alexander, John C. ;
Joshi, Girish P. .
JOURNAL OF PAIN RESEARCH, 2016, 9 :731-734
[2]   Mobile Health Apps to Facilitate Self-Care: A Qualitative Study of User Experiences [J].
Anderson, Kevin ;
Burford, Oksana ;
Emmerton, Lynne .
PLOS ONE, 2016, 11 (05)
[3]  
[Anonymous], 2013, PAIN CLIN UPDATES
[4]   The validity of the Hospital Anxiety and Depression Scale - An updated literature review [J].
Bjelland, I ;
Dahl, AA ;
Haug, TT ;
Neckelmann, D .
JOURNAL OF PSYCHOSOMATIC RESEARCH, 2002, 52 (02) :69-77
[5]   Associations between daily chronic pain intensity, daily anger expression, and trait anger expressiveness: An ecological momentary assessment study [J].
Bruehl, Stephen ;
Liu, Xiaoxia ;
Burns, John W. ;
Chont, Melissa ;
Jamison, Robert N. .
PAIN, 2012, 153 (12) :2352-2358
[6]   GUIDED INTERNET-BASED COGNITIVE BEHAVIOURAL TREATMENT FOR CHRONIC BACK PAIN REDUCES PAIN CATASTROPHIZING: A RANDOMIZED CONTROLLED TRIAL [J].
Buhrman, Monica ;
Nilsson-Ihrfelt, Elisabeth ;
Jannert, Maria ;
Strom, Lars ;
Andersson, Gerhard .
JOURNAL OF REHABILITATION MEDICINE, 2011, 43 (06) :500-505
[7]  
Burton Allen W, 2012, J Support Oncol, V10, P89, DOI 10.1016/j.suponc.2011.08.004
[8]   Situational Versus Dispositional Measurement of Catastrophizing: Associations With Pain Responses in Multiple Samples [J].
Campbell, Claudia M. ;
Kronfli, Tarek ;
Buenayer, Luis F. ;
Smith, Michael T. ;
Berna, Chantal ;
Haythornthwaite, Jennifer A. ;
Edwards, Robert R. .
JOURNAL OF PAIN, 2010, 11 (05) :443-453
[9]   When somatic information threatens, catastrophic thinking enhances attentional interference [J].
Crombez, G ;
Eccleston, C ;
Baeyens, F ;
Eelen, P .
PAIN, 1998, 75 (2-3) :187-198
[10]  
Crombez G, 2002, Pain Res Manag, V7, P31