Cargando…
How Do Emotions during Goal Pursuit in Weight Change over Time? Retrospective Computational Text Analysis of Goal Setting and Striving Conversations with a Coach during a Mobile Weight Loss Program
During behavioral weight management, individuals reflect on their progress and barriers through goal pursuit (goal setting and goal striving). Emotions during goal pursuit are largely unknown, and previous investigations of emotions in weight management have primarily relied on self-report. In this...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8296374/ https://www.ncbi.nlm.nih.gov/pubmed/34205282 http://dx.doi.org/10.3390/ijerph18126600 |
_version_ | 1783725623689084928 |
---|---|
author | Behr, Heather Ho, Annabell Suh Mitchell, Ellen Siobhan Yang, Qiuchen DeLuca, Laura Michealides, Andreas |
author_facet | Behr, Heather Ho, Annabell Suh Mitchell, Ellen Siobhan Yang, Qiuchen DeLuca, Laura Michealides, Andreas |
author_sort | Behr, Heather |
collection | PubMed |
description | During behavioral weight management, individuals reflect on their progress and barriers through goal pursuit (goal setting and goal striving). Emotions during goal pursuit are largely unknown, and previous investigations of emotions in weight management have primarily relied on self-report. In this retrospective study, we used a well-validated computational text analysis approach to explore how emotion words changed over time during goal setting and striving conversations with a coach in a mobile weight loss program. Linear mixed models examined changes in emotion words each month from baseline to program end and compared emotion words between individuals who set an overall concrete goal for the program (concrete goal setters) and those who set an overall abstract goal (abstract goal setters). Contrary to findings using self-report, positive emotion words were stable and negative emotion words significantly increased over time. There was a marginal trend towards greater negative emotion word use being associated with greater weight loss. Concrete goal setters used more positive words than abstract goal setters, with no differences in negative emotion words and weight loss. Implications include the possibility that individuals may need increasing support over time for negative emotions expressed during goal setting and striving, and concrete goals could boost positive emotion. Future research should investigate these possibilities. |
format | Online Article Text |
id | pubmed-8296374 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-82963742021-07-23 How Do Emotions during Goal Pursuit in Weight Change over Time? Retrospective Computational Text Analysis of Goal Setting and Striving Conversations with a Coach during a Mobile Weight Loss Program Behr, Heather Ho, Annabell Suh Mitchell, Ellen Siobhan Yang, Qiuchen DeLuca, Laura Michealides, Andreas Int J Environ Res Public Health Article During behavioral weight management, individuals reflect on their progress and barriers through goal pursuit (goal setting and goal striving). Emotions during goal pursuit are largely unknown, and previous investigations of emotions in weight management have primarily relied on self-report. In this retrospective study, we used a well-validated computational text analysis approach to explore how emotion words changed over time during goal setting and striving conversations with a coach in a mobile weight loss program. Linear mixed models examined changes in emotion words each month from baseline to program end and compared emotion words between individuals who set an overall concrete goal for the program (concrete goal setters) and those who set an overall abstract goal (abstract goal setters). Contrary to findings using self-report, positive emotion words were stable and negative emotion words significantly increased over time. There was a marginal trend towards greater negative emotion word use being associated with greater weight loss. Concrete goal setters used more positive words than abstract goal setters, with no differences in negative emotion words and weight loss. Implications include the possibility that individuals may need increasing support over time for negative emotions expressed during goal setting and striving, and concrete goals could boost positive emotion. Future research should investigate these possibilities. MDPI 2021-06-19 /pmc/articles/PMC8296374/ /pubmed/34205282 http://dx.doi.org/10.3390/ijerph18126600 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Behr, Heather Ho, Annabell Suh Mitchell, Ellen Siobhan Yang, Qiuchen DeLuca, Laura Michealides, Andreas How Do Emotions during Goal Pursuit in Weight Change over Time? Retrospective Computational Text Analysis of Goal Setting and Striving Conversations with a Coach during a Mobile Weight Loss Program |
title | How Do Emotions during Goal Pursuit in Weight Change over Time? Retrospective Computational Text Analysis of Goal Setting and Striving Conversations with a Coach during a Mobile Weight Loss Program |
title_full | How Do Emotions during Goal Pursuit in Weight Change over Time? Retrospective Computational Text Analysis of Goal Setting and Striving Conversations with a Coach during a Mobile Weight Loss Program |
title_fullStr | How Do Emotions during Goal Pursuit in Weight Change over Time? Retrospective Computational Text Analysis of Goal Setting and Striving Conversations with a Coach during a Mobile Weight Loss Program |
title_full_unstemmed | How Do Emotions during Goal Pursuit in Weight Change over Time? Retrospective Computational Text Analysis of Goal Setting and Striving Conversations with a Coach during a Mobile Weight Loss Program |
title_short | How Do Emotions during Goal Pursuit in Weight Change over Time? Retrospective Computational Text Analysis of Goal Setting and Striving Conversations with a Coach during a Mobile Weight Loss Program |
title_sort | how do emotions during goal pursuit in weight change over time? retrospective computational text analysis of goal setting and striving conversations with a coach during a mobile weight loss program |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8296374/ https://www.ncbi.nlm.nih.gov/pubmed/34205282 http://dx.doi.org/10.3390/ijerph18126600 |
work_keys_str_mv | AT behrheather howdoemotionsduringgoalpursuitinweightchangeovertimeretrospectivecomputationaltextanalysisofgoalsettingandstrivingconversationswithacoachduringamobileweightlossprogram AT hoannabellsuh howdoemotionsduringgoalpursuitinweightchangeovertimeretrospectivecomputationaltextanalysisofgoalsettingandstrivingconversationswithacoachduringamobileweightlossprogram AT mitchellellensiobhan howdoemotionsduringgoalpursuitinweightchangeovertimeretrospectivecomputationaltextanalysisofgoalsettingandstrivingconversationswithacoachduringamobileweightlossprogram AT yangqiuchen howdoemotionsduringgoalpursuitinweightchangeovertimeretrospectivecomputationaltextanalysisofgoalsettingandstrivingconversationswithacoachduringamobileweightlossprogram AT delucalaura howdoemotionsduringgoalpursuitinweightchangeovertimeretrospectivecomputationaltextanalysisofgoalsettingandstrivingconversationswithacoachduringamobileweightlossprogram AT michealidesandreas howdoemotionsduringgoalpursuitinweightchangeovertimeretrospectivecomputationaltextanalysisofgoalsettingandstrivingconversationswithacoachduringamobileweightlossprogram |