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Exploring the Relationship Between Changes in Weight and Utterances in an Online Weight Loss Forum: A Content and Correlational Analysis Study

BACKGROUND: There is increasing interest in the use of online forums as a component of eHealth weight loss interventions. Although the research is mixed on the utility of online forums in general, results suggest that there is promise to this, particularly if the systems can be designed well to supp...

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Autores principales: Hekler, Eric B, Dubey, Gaurav, McDonald, David W, Poole, Erika S, Li, Victor, Eikey, Elizabeth
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications Inc. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4275482/
https://www.ncbi.nlm.nih.gov/pubmed/25513997
http://dx.doi.org/10.2196/jmir.3735
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author Hekler, Eric B
Dubey, Gaurav
McDonald, David W
Poole, Erika S
Li, Victor
Eikey, Elizabeth
author_facet Hekler, Eric B
Dubey, Gaurav
McDonald, David W
Poole, Erika S
Li, Victor
Eikey, Elizabeth
author_sort Hekler, Eric B
collection PubMed
description BACKGROUND: There is increasing interest in the use of online forums as a component of eHealth weight loss interventions. Although the research is mixed on the utility of online forums in general, results suggest that there is promise to this, particularly if the systems can be designed well to support healthful interactions that foster weight loss and continued engagement. OBJECTIVE: The purpose of this study was to examine the relationship between the styles of utterances individuals make on an online weight loss forum and week-to-week fluctuations in weight. This analysis was conducted to generate hypotheses on possible strategies that could be used to improve the overall design of online support groups to facilitate more healthful interactions. METHODS: A convenience sample of individuals using an online weight loss forum (N=4132) included data both on online forum use and weight check-in data. All interactions were coded utilizing the Linguistic Inquiry and Word Count (LIWC) system. Mixed model analyses were conducted to examine the relationship between these LIWC variables and weight over time. RESULTS: Results suggested that increased use of past-tense verbs (P=.05) and motion (P=.02) were associated with lower weekly weights whereas increased use of conjunctions (eg, and, but, whereas; P=.001) and exclusion words (eg, but, without, exclude; P=.07) were both associated with higher weight during the weeks when these utterances were used more. CONCLUSIONS: These results provide some insights on the styles of interactions that appear to be associated with weight fluctuations. Future work should explore the stability of these findings and also explore possibilities for fostering these types of interactions more explicitly within online weight loss forums.
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spelling pubmed-42754822014-12-26 Exploring the Relationship Between Changes in Weight and Utterances in an Online Weight Loss Forum: A Content and Correlational Analysis Study Hekler, Eric B Dubey, Gaurav McDonald, David W Poole, Erika S Li, Victor Eikey, Elizabeth J Med Internet Res Original Paper BACKGROUND: There is increasing interest in the use of online forums as a component of eHealth weight loss interventions. Although the research is mixed on the utility of online forums in general, results suggest that there is promise to this, particularly if the systems can be designed well to support healthful interactions that foster weight loss and continued engagement. OBJECTIVE: The purpose of this study was to examine the relationship between the styles of utterances individuals make on an online weight loss forum and week-to-week fluctuations in weight. This analysis was conducted to generate hypotheses on possible strategies that could be used to improve the overall design of online support groups to facilitate more healthful interactions. METHODS: A convenience sample of individuals using an online weight loss forum (N=4132) included data both on online forum use and weight check-in data. All interactions were coded utilizing the Linguistic Inquiry and Word Count (LIWC) system. Mixed model analyses were conducted to examine the relationship between these LIWC variables and weight over time. RESULTS: Results suggested that increased use of past-tense verbs (P=.05) and motion (P=.02) were associated with lower weekly weights whereas increased use of conjunctions (eg, and, but, whereas; P=.001) and exclusion words (eg, but, without, exclude; P=.07) were both associated with higher weight during the weeks when these utterances were used more. CONCLUSIONS: These results provide some insights on the styles of interactions that appear to be associated with weight fluctuations. Future work should explore the stability of these findings and also explore possibilities for fostering these types of interactions more explicitly within online weight loss forums. JMIR Publications Inc. 2014-12-08 /pmc/articles/PMC4275482/ /pubmed/25513997 http://dx.doi.org/10.2196/jmir.3735 Text en ©Eric B Hekler, Gaurav Dubey, David W McDonald, Erika S Poole, Victor Li, Elizabeth Eikey. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 08.12.2014. http://creativecommons.org/licenses/by/2.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on http://www.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Original Paper
Hekler, Eric B
Dubey, Gaurav
McDonald, David W
Poole, Erika S
Li, Victor
Eikey, Elizabeth
Exploring the Relationship Between Changes in Weight and Utterances in an Online Weight Loss Forum: A Content and Correlational Analysis Study
title Exploring the Relationship Between Changes in Weight and Utterances in an Online Weight Loss Forum: A Content and Correlational Analysis Study
title_full Exploring the Relationship Between Changes in Weight and Utterances in an Online Weight Loss Forum: A Content and Correlational Analysis Study
title_fullStr Exploring the Relationship Between Changes in Weight and Utterances in an Online Weight Loss Forum: A Content and Correlational Analysis Study
title_full_unstemmed Exploring the Relationship Between Changes in Weight and Utterances in an Online Weight Loss Forum: A Content and Correlational Analysis Study
title_short Exploring the Relationship Between Changes in Weight and Utterances in an Online Weight Loss Forum: A Content and Correlational Analysis Study
title_sort exploring the relationship between changes in weight and utterances in an online weight loss forum: a content and correlational analysis study
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4275482/
https://www.ncbi.nlm.nih.gov/pubmed/25513997
http://dx.doi.org/10.2196/jmir.3735
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