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Pain Expressions in Dementia: Validity of Observers’ Pain Judgments as a Function of Angle of Observation

Facial expressions of pain are important in assessing individuals with dementia and severe communicative limitations. Though frontal views of the face are assumed to allow for the most valid and reliable observational assessments, the impact of viewing angle is unknown. We video-recorded older adult...

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Autores principales: Erin Browne, M., Hadjistavropoulos, Thomas, Prkachin, Kenneth, Ashraf, Ahmed, Taati, Babak
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6656786/
https://www.ncbi.nlm.nih.gov/pubmed/31404130
http://dx.doi.org/10.1007/s10919-019-00303-4
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author Erin Browne, M.
Hadjistavropoulos, Thomas
Prkachin, Kenneth
Ashraf, Ahmed
Taati, Babak
author_facet Erin Browne, M.
Hadjistavropoulos, Thomas
Prkachin, Kenneth
Ashraf, Ahmed
Taati, Babak
author_sort Erin Browne, M.
collection PubMed
description Facial expressions of pain are important in assessing individuals with dementia and severe communicative limitations. Though frontal views of the face are assumed to allow for the most valid and reliable observational assessments, the impact of viewing angle is unknown. We video-recorded older adults with and without dementia using cameras capturing different observational angles (e.g., front vs. profile view) both during a physiotherapy examination designed to identify painful areas and during a baseline period. Facial responses were coded using the fine-grained Facial Action Coding System, as well as a systematic clinical observation method. Coding was conducted separately for panoramic (incorporating left, right, and front views), and a profile view of the face. Untrained observers also judged the videos in a laboratory setting. Trained coder reliability was satisfactory for both the profile and panoramic view. Untrained observer judgments from a profile view were substantially more accurate compared to the front view and accounted for more variance in differentiating non-painful from painful situations. The findings add specificity to the communications models of pain (clarifying factors influencing observers’ ability to decode pain messages). Perhaps more importantly, the findings have implications for the development of computer vision algorithms and vision technologies designed to monitor and interpret facial expressions in a pain context. That is, the performance of such automated systems is heavily influenced by how reliably these human annotations could be provided and, hence, evaluation of human observers’ reliability, from multiple angles of observation, has implications for machine learning development efforts.
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spelling pubmed-66567862019-08-09 Pain Expressions in Dementia: Validity of Observers’ Pain Judgments as a Function of Angle of Observation Erin Browne, M. Hadjistavropoulos, Thomas Prkachin, Kenneth Ashraf, Ahmed Taati, Babak J Nonverbal Behav Original Paper Facial expressions of pain are important in assessing individuals with dementia and severe communicative limitations. Though frontal views of the face are assumed to allow for the most valid and reliable observational assessments, the impact of viewing angle is unknown. We video-recorded older adults with and without dementia using cameras capturing different observational angles (e.g., front vs. profile view) both during a physiotherapy examination designed to identify painful areas and during a baseline period. Facial responses were coded using the fine-grained Facial Action Coding System, as well as a systematic clinical observation method. Coding was conducted separately for panoramic (incorporating left, right, and front views), and a profile view of the face. Untrained observers also judged the videos in a laboratory setting. Trained coder reliability was satisfactory for both the profile and panoramic view. Untrained observer judgments from a profile view were substantially more accurate compared to the front view and accounted for more variance in differentiating non-painful from painful situations. The findings add specificity to the communications models of pain (clarifying factors influencing observers’ ability to decode pain messages). Perhaps more importantly, the findings have implications for the development of computer vision algorithms and vision technologies designed to monitor and interpret facial expressions in a pain context. That is, the performance of such automated systems is heavily influenced by how reliably these human annotations could be provided and, hence, evaluation of human observers’ reliability, from multiple angles of observation, has implications for machine learning development efforts. Springer US 2019-03-21 2019 /pmc/articles/PMC6656786/ /pubmed/31404130 http://dx.doi.org/10.1007/s10919-019-00303-4 Text en © The Author(s) 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Paper
Erin Browne, M.
Hadjistavropoulos, Thomas
Prkachin, Kenneth
Ashraf, Ahmed
Taati, Babak
Pain Expressions in Dementia: Validity of Observers’ Pain Judgments as a Function of Angle of Observation
title Pain Expressions in Dementia: Validity of Observers’ Pain Judgments as a Function of Angle of Observation
title_full Pain Expressions in Dementia: Validity of Observers’ Pain Judgments as a Function of Angle of Observation
title_fullStr Pain Expressions in Dementia: Validity of Observers’ Pain Judgments as a Function of Angle of Observation
title_full_unstemmed Pain Expressions in Dementia: Validity of Observers’ Pain Judgments as a Function of Angle of Observation
title_short Pain Expressions in Dementia: Validity of Observers’ Pain Judgments as a Function of Angle of Observation
title_sort pain expressions in dementia: validity of observers’ pain judgments as a function of angle of observation
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6656786/
https://www.ncbi.nlm.nih.gov/pubmed/31404130
http://dx.doi.org/10.1007/s10919-019-00303-4
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