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Baskozos G. Introduction to a special issue on big data and pain. Pain Rep 2023; 8:e1115. [PMID: 38107626 PMCID: PMC10723869 DOI: 10.1097/pr9.0000000000001115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Revised: 10/16/2023] [Accepted: 10/22/2023] [Indexed: 12/19/2023] Open
Abstract
This special issue comprised 7 articles from leaders in the field that focus on "big pain data", the large datasets and the associated methods for data analysis that are currently emerging in pain research. This collection of articles highlights the power and potential as well as points of caution that multi-disciplinary research utilising big data and their associated methods and interpretations present for pain research.
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Affiliation(s)
- Georgios Baskozos
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom
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Boerner KE, Desai U, Luu J, MacLean KE, Munzner T, Foladare H, Shen J, Gill J, Oberlander TF. "Making Data the Drug": A Pragmatic Pilot Feasibility Randomized Crossover Trial of Data Visualization as an Intervention for Pediatric Chronic Pain. CHILDREN (BASEL, SWITZERLAND) 2023; 10:1355. [PMID: 37628354 PMCID: PMC10452969 DOI: 10.3390/children10081355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 07/19/2023] [Accepted: 07/27/2023] [Indexed: 08/27/2023]
Abstract
Data tracking is a common feature of pain e-health applications, however, viewing visualizations of this data has not been investigated for its potential as an intervention itself. We conducted a pilot feasibility parallel randomized cross-over trial, 1:1 allocation ratio. Participants were youth age 12-18 years recruited from a tertiary-level pediatric chronic pain clinic in Western Canada. Participants completed two weeks of Ecological Momentary Assessment (EMA) data collection, one of which also included access to a data visualization platform to view their results. Order of weeks was randomized, participants were not masked to group assignment. Objectives were to establish feasibility related to recruitment, retention, and participant experience. Of 146 youth approached, 48 were eligible and consented to participation, two actively withdrew prior to the EMA. Most participants reported satisfaction with the process and provided feedback on additional variables of interest. Technical issues with the data collection platform impacted participant experience and data analysis, and only 48% viewed the visualizations. Four youth reported adverse events not related to visualizations. Data visualization offers a promising clinical tool, and patient experience feedback is critical to modifying the platform and addressing technical issues to prepare for deployment in a larger trial.
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Affiliation(s)
- Katelynn E. Boerner
- Department of Pediatrics, BC Children’s Hospital Research Institute, University of British Columbia, Vancouver, BC V6H 3V4, Canada; (K.E.B.)
| | - Unma Desai
- Department of Computer Science, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Jessica Luu
- Department of Pediatrics, BC Children’s Hospital Research Institute, University of British Columbia, Vancouver, BC V6H 3V4, Canada; (K.E.B.)
| | - Karon E. MacLean
- Department of Computer Science, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Tamara Munzner
- Department of Computer Science, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Haley Foladare
- Department of Computer Science, University of British Columbia, Vancouver, BC V6T 1Z4, Canada
| | - Jane Shen
- Department of Pediatrics, BC Children’s Hospital Research Institute, University of British Columbia, Vancouver, BC V6H 3V4, Canada; (K.E.B.)
| | - Javed Gill
- BC Children’s Hospital, Vancouver, BC V6H 3N1, Canada
| | - Tim F. Oberlander
- Department of Pediatrics, BC Children’s Hospital Research Institute, University of British Columbia, Vancouver, BC V6H 3V4, Canada; (K.E.B.)
- School of Population and Public Health, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
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