Inviting an author to review:
Find an author and click ‘Invite to review selected article’ near their name.
Search for authorsSearch for similar articles
2
views
0
recommends
+1 Recommend
0 collections
    0
    shares
      • Record: found
      • Abstract: found
      • Article: found
      Is Open Access

      A naturalistic study of brushing patterns using powered toothbrushes

      research-article

      Read this article at

      Bookmark
          There is no author summary for this article yet. Authors can add summaries to their articles on ScienceOpen to make them more accessible to a non-specialist audience.

          Abstract

          Dental caries and periodontal disease are very common chronic diseases closely linked to inadequate removal of dental plaque. Powered toothbrushes are viewed as more effective at removing plaque; however, the conflicting evidence and considerable unexplained heterogeneity in their clinical outcomes does not corroborate the relative merits of powered tooth brushing. To explain the heterogeneity of brushing patterns with powered toothbrushes, we conducted a observational study of tooth brushing practices of 12 participants in their naturalistic setting. Integrated brush sensors and a digital data collection platform allowed unobtrusive and accurate capture of habitual brushing patterns. Annotated brushing data from 10 sessions per participant was chosen for scrutiny of brushing patterns. Analysis of brushing patterns from the total 120 sessions revealed substantial between- and within-participant variability in brushing patterns and efficiency. Most participants (91.67%) brushed for less than the generally prescribed two minutes; individual participants were also inconsistent in brushing duration across sessions. The time devoted to brushing different dental regions was also quite unequal. Participants generally brushed their buccal tooth surfaces more than twice as long as the occlusal (2.18 times longer (95% CI 1.42, 3.35; p < 0.001)) and lingual surfaces (2.22 times longer (95% CI 1.62, 3.10; p < 0.001); the lingual surfaces of the maxillary molars were often neglected (p < 0.001). Participants also varied in the epochs of excessive brushing pressure and the regions to which they were applied. In general, the occlusal surfaces were more likely to be brushed with excessive pressure (95% CI 0.10, 0.98; p = 0.015). Our study reveals that users of powered toothbrushes vary substantially in their use of the toothbrushes and diverge from recommended brushing practices. The inconsistent brushing patterns, between and within individuals, can affect effective plaque removal. Our findings underscore the limited uptake of generic oral self-care recommendations and emphasize the need for personalized brushing recommendations that derive from the objective sensor data provided by powered toothbrushes.

          Related collections

          Most cited references18

          • Record: found
          • Abstract: found
          • Article: not found
          Is Open Access

          glmmTMB balances speed and flexibility among packages for zero-inflated generalized linear mixed modeling

          Count data can be analyzed using generalized linear mixed models when observations are correlated in ways that require random effects. However, count data are often zero-inflated, containing more zeros than would be expected from the typical error distributions. We present a new package, glmmTMB, and compare it to other R packages that fit zero-inflated mixed models. The glmmTMB package fits many types of GLMMs and extensions, including models with continuously distributed responses, but here we focus on count responses. glmmTMB is faster than glmmADMB, MCMCglmm, and brms, and more flexible than INLA and mgcv for zero-inflated modeling. One unique feature of glmmTMB (among packages that fit zero-inflated mixed models) is its ability to estimate the Conway-Maxwell-Poisson distribution parameterized by the mean. Overall, its most appealing features for new users may be the combination of speed, flexibility, and its interface’s similarity to lme4. The R journal, 9 (2) ISSN:2073-4859
            Bookmark
            • Record: found
            • Abstract: not found
            • Book: not found

            R: a Lenguage and Environment for Statistical Computing

              Bookmark
              • Record: found
              • Abstract: found
              • Article: not found

              Oral hygiene in the prevention of caries and periodontal disease.

              H Löe (2000)
              While some periodontal disease may be as old as mankind itself, caries as a public health problem appeared with the development of flour and sugar mills, and the universal access to fermentable carbohydrates. As a consequence, during the last 500 years caries and periodontal disease have been the most common diseases afflicting the human mouth. Together, these two diseases have been responsible for untold pain and suffering, and for excessive destruction and loss of people's teeth. With improving social circumstances in most industrialised nations, increased availability and affordability of modern oral health care, and the promotion of conservative treatment concepts, the 20th century saw significant progress in eliminating pain and tooth loss. Moreover, during the last 50 years advances in the oral health sciences and in technology, have not only increased our understanding of the nature of these diseases and their causes, but also introduced and tested new approaches to their prevention.
                Bookmark

                Author and article information

                Contributors
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: MethodologyRole: Project administrationRole: SoftwareRole: ValidationRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: Formal analysisRole: MethodologyRole: SoftwareRole: ValidationRole: VisualizationRole: Writing – review & editing
                Role: Data curationRole: Writing – review & editing
                Role: Data curationRole: Writing – review & editing
                Role: Data curationRole: VisualizationRole: Writing – review & editing
                Role: Data curationRole: VisualizationRole: Writing – review & editing
                Role: SupervisionRole: ValidationRole: Writing – review & editing
                Role: ConceptualizationRole: Funding acquisitionRole: Project administrationRole: ResourcesRole: SupervisionRole: Writing – original draftRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS One
                plos
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                19 May 2022
                2022
                : 17
                : 5
                : e0263638
                Affiliations
                [1 ] Department of Electrical and Computer Engineering, University of California, Los Angeles, California, United States of America
                [2 ] Department of Biostatistics, University of California, Los Angeles, California, United States of America
                [3 ] Undergraduate, University of California, Los Angeles, California, United States of America
                [4 ] Herman Ostrow School of Dentistry, USC, Los Angeles, California, United States of America
                [5 ] Undergraduate, Princeton University, Princeton, New Jersey, United States of America
                [6 ] Department of Statistics, University of California, Los Angeles, California, United States of America
                [7 ] School of Dentistry, University of California, Los Angeles, California, United States of America
                International Medical University, MALAYSIA
                Author notes

                Competing Interests: The authors declare no conflict of interest.

                Author information
                https://orcid.org/0000-0002-3807-4473
                https://orcid.org/0000-0002-7195-830X
                https://orcid.org/0000-0002-2904-7107
                Article
                PONE-D-22-02067
                10.1371/journal.pone.0263638
                9119504
                35587489
                2b968edb-e842-443a-85fd-3a890fc75c29
                © 2022 Essalat et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 2 February 2022
                : 4 May 2022
                Page count
                Figures: 7, Tables: 0, Pages: 13
                Funding
                Funded by: funder-id http://dx.doi.org/10.13039/100000009, Foundation for the National Institutes of Health;
                Award ID: R01DE025244
                Award Recipient :
                Funded by: funder-id http://dx.doi.org/10.13039/100000009, Foundation for the National Institutes of Health;
                Award ID: 1UG3DE028723-01
                Award Recipient :
                Research reported in this publication was supported by the National Institute of Dental and Craniofacial Research under award number R01DE025244 and 1UG3DE028723-01. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.
                Categories
                Research Article
                Biology and Life Sciences
                Anatomy
                Digestive System
                Teeth
                Medicine and Health Sciences
                Anatomy
                Digestive System
                Teeth
                Biology and Life Sciences
                Anatomy
                Head
                Jaw
                Teeth
                Medicine and Health Sciences
                Anatomy
                Head
                Jaw
                Teeth
                Biology and Life Sciences
                Anatomy
                Head
                Jaw
                Medicine and Health Sciences
                Anatomy
                Head
                Jaw
                Research and Analysis Methods
                Imaging Techniques
                Video Recording
                Engineering and Technology
                Equipment
                Communication Equipment
                Cell Phones
                Computer and Information Sciences
                Software Engineering
                Computer Software
                Apps
                Engineering and Technology
                Software Engineering
                Computer Software
                Apps
                Research and Analysis Methods
                Research Design
                Observational Studies
                Biology and Life Sciences
                Anatomy
                Digestive System
                Mouth
                Medicine and Health Sciences
                Anatomy
                Digestive System
                Mouth
                Medicine and Health Sciences
                Medical Conditions
                Infectious Diseases
                Bacterial Diseases
                Caries
                Custom metadata
                The dataset used as well as the code to generate the results are publicly available publicly at a GitHub repository. Essalat, M., & Morrison, D. (2022). Brushing-Behavior (Version 1.0.0) [Computer software]. https://doi.org/10.5281/zenodo.1234.

                Uncategorized
                Uncategorized

                Comments

                Comment on this article

                scite_
                0
                0
                0
                0
                Smart Citations
                0
                0
                0
                0
                Citing PublicationsSupportingMentioningContrasting
                View Citations

                See how this article has been cited at scite.ai

                scite shows how a scientific paper has been cited by providing the context of the citation, a classification describing whether it supports, mentions, or contrasts the cited claim, and a label indicating in which section the citation was made.

                Similar content699

                Cited by3

                Most referenced authors524