scholarly journals Natural Language Stage of Change Modelling for “Motivationally-driven” Weight Loss Support

2021 ◽  
Author(s):  
Selina Meyer
2003 ◽  
Vol 11 (5) ◽  
pp. 641-652 ◽  
Author(s):  
Karen Sutton ◽  
Everett Logue ◽  
David Jarjoura ◽  
Kristin Baughman ◽  
William Smucker ◽  
...  

Author(s):  
Mitch Wilson ◽  
Hailey Orgass ◽  
Jennifer Dearborn-Tomazos

Background: Obesity is associated with an increased prevalence of vascular risk factors and incidence of stroke. As such weight loss is recommended for patients living with obesity in the secondary prevention of stroke. Few studies, however, have examined the stages and processes of change for weight loss in stroke patients living with obesity. Objective: To evaluate the stages and processes of change for weight loss in patients living with obesity who have had a recent stroke or TIA. Methods: Using a validated questionnaire, we assessed each patient’s stage of behavioral change according to the Transtheoretical Model (precontemplation, contemplation, preparation, action and maintenance). We also examined four processes of behavioral change, which quantify activities and experiences that patients undergo on the way to behavioral change: emotional re-evaluation (EMR), weight management action (WMA), weight consequence evaluation (WCE), and supporting relationships (SR). Processes scores were compared between patients in the action and maintenance stages and those in the precontemplation, contemplation and preparation stages. Results: Out of 49 patients who provided informed consent, 44 met the inclusion/exclusion criteria. Of these 44 patients, 6 (14%) were in the precontemplation stage of change, 7 (16%) were in contemplation, 2 (5%) were in preparation, 13 (30%) were in action, and 16 (36%) were in maintenance. Those in the action and maintenance stages accounted for the majority of participants (n=29, 66%). Patients in the action and maintenance stages (N=29) had higher EMR scores (mean 79, SD 13 vs mean 68, SD 19, t=2.0, p=0.03) and WMA scores (mean 69, SD 13 vs mean 59, SD 19, t=2.0, p=0.03) as compared to those in the precontemplation, contemplation and preparation stages (N=15). Conclusions: Our results suggest that without counseling or specific intervention, approximately two-thirds of stroke/TIA patients living with obesity are in the action or maintenance stage of behavior change with respect to weight loss and therefore more likely to succeed in intensive lifestyle-based interventions targeted towards weight loss. Patients who score higher in EMR and WMA are more likely to be in the action or maintenance stage of change.


2021 ◽  
Author(s):  
Ahuitz Rojas-Sánchez ◽  
Jenine K. Harris ◽  
Philippe Sarrazin ◽  
Aïna Chalabaev

Abstract Purpose: This study aimed to determine if networks of users consistently posting about exercise and fat exist and overlap on social media sites.Method: We collected 3,772,507 posts from Twitter that included the words “fat” and “exercise”. Using network structure methods, we identified communities of interconnected users and overlaps between those tweeting “fat” and those tweeting “exercise”. Results: Common word pairings were identified using Natural Language Processing (NLP). Networks of users consistently talking about exercise (n=3,573) and fat (n=2,007) were found on Twitter. An increased mean total-degree and reduced average path length indicate that the fitness-talk network serves as a connecting bridge between highly scattered communities of the weight-talk network. Conclusion: We identified groups on Twitter dedicated to consistently producing weight stigmatizing content and promoting exercise with weight-loss messages. These groups partially overlap with pro-health groups which could lead to users looking for exercise advice in Twitter to find themselves immersed in a stigmatizing network.


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