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The faces of pain: A cluster analysis of individual differences in facial activity patterns of pain
Background There is general agreement that facial activity during pain conveys pain‐specific information but is nevertheless characterized by substantial inter‐individual differences. With the present study we aim to investigate whether these differences represent idiosyncratic variations or whether...
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Published in: | European journal of pain 2014-07, Vol.18 (6), p.813-823 |
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container_title | European journal of pain |
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description | Background
There is general agreement that facial activity during pain conveys pain‐specific information but is nevertheless characterized by substantial inter‐individual differences. With the present study we aim to investigate whether these differences represent idiosyncratic variations or whether they can be clustered into distinct facial activity patterns.
Methods
Facial actions during heat pain were assessed in two samples of pain‐free individuals (n = 128; n = 112) and were later analysed using the Facial Action Coding System. Hierarchical cluster analyses were used to look for combinations of single facial actions in episodes of pain. The stability/replicability of facial activity patterns was determined across samples as well as across different basic social situations.
Results
Cluster analyses revealed four distinct activity patterns during pain, which stably occurred across samples and situations: (I) narrowed eyes with furrowed brows and wrinkled nose; (II) opened mouth with narrowed eyes; (III) raised eyebrows; and (IV) furrowed brows with narrowed eyes. In addition, a considerable number of participants were facially completely unresponsive during pain induction (stoic cluster). These activity patterns seem to be reaction stereotypies in the majority of individuals (in nearly two‐thirds), whereas a minority displayed varying clusters across situations.
Conclusion
These findings suggest that there is no uniform set of facial actions but instead there are at least four different facial activity patterns occurring during pain that are composed of different configurations of facial actions. Raising awareness about these different ‘faces of pain’ might hold the potential of improving the detection and, thereby, the communication of pain. |
doi_str_mv | 10.1002/j.1532-2149.2013.00421.x |
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There is general agreement that facial activity during pain conveys pain‐specific information but is nevertheless characterized by substantial inter‐individual differences. With the present study we aim to investigate whether these differences represent idiosyncratic variations or whether they can be clustered into distinct facial activity patterns.
Methods
Facial actions during heat pain were assessed in two samples of pain‐free individuals (n = 128; n = 112) and were later analysed using the Facial Action Coding System. Hierarchical cluster analyses were used to look for combinations of single facial actions in episodes of pain. The stability/replicability of facial activity patterns was determined across samples as well as across different basic social situations.
Results
Cluster analyses revealed four distinct activity patterns during pain, which stably occurred across samples and situations: (I) narrowed eyes with furrowed brows and wrinkled nose; (II) opened mouth with narrowed eyes; (III) raised eyebrows; and (IV) furrowed brows with narrowed eyes. In addition, a considerable number of participants were facially completely unresponsive during pain induction (stoic cluster). These activity patterns seem to be reaction stereotypies in the majority of individuals (in nearly two‐thirds), whereas a minority displayed varying clusters across situations.
Conclusion
These findings suggest that there is no uniform set of facial actions but instead there are at least four different facial activity patterns occurring during pain that are composed of different configurations of facial actions. Raising awareness about these different ‘faces of pain’ might hold the potential of improving the detection and, thereby, the communication of pain.</description><identifier>ISSN: 1090-3801</identifier><identifier>EISSN: 1532-2149</identifier><identifier>DOI: 10.1002/j.1532-2149.2013.00421.x</identifier><identifier>PMID: 24174396</identifier><language>eng</language><publisher>England: Blackwell Publishing Ltd</publisher><subject>Adult ; Cluster Analysis ; Facial Expression ; Female ; Humans ; Individuality ; Male ; Middle Aged ; Pain - psychology</subject><ispartof>European journal of pain, 2014-07, Vol.18 (6), p.813-823</ispartof><rights>2013 European Pain Federation ‐ EFIC</rights><rights>2013 European Pain Federation - EFIC</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c4061-a6e80f813c868769fdf863cb6423d3f9cfeda88f8d735fbd4bb092529969c8b13</citedby><cites>FETCH-LOGICAL-c4061-a6e80f813c868769fdf863cb6423d3f9cfeda88f8d735fbd4bb092529969c8b13</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/24174396$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Kunz, M.</creatorcontrib><creatorcontrib>Lautenbacher, S.</creatorcontrib><title>The faces of pain: A cluster analysis of individual differences in facial activity patterns of pain</title><title>European journal of pain</title><addtitle>EJP</addtitle><description>Background
There is general agreement that facial activity during pain conveys pain‐specific information but is nevertheless characterized by substantial inter‐individual differences. With the present study we aim to investigate whether these differences represent idiosyncratic variations or whether they can be clustered into distinct facial activity patterns.
Methods
Facial actions during heat pain were assessed in two samples of pain‐free individuals (n = 128; n = 112) and were later analysed using the Facial Action Coding System. Hierarchical cluster analyses were used to look for combinations of single facial actions in episodes of pain. The stability/replicability of facial activity patterns was determined across samples as well as across different basic social situations.
Results
Cluster analyses revealed four distinct activity patterns during pain, which stably occurred across samples and situations: (I) narrowed eyes with furrowed brows and wrinkled nose; (II) opened mouth with narrowed eyes; (III) raised eyebrows; and (IV) furrowed brows with narrowed eyes. In addition, a considerable number of participants were facially completely unresponsive during pain induction (stoic cluster). These activity patterns seem to be reaction stereotypies in the majority of individuals (in nearly two‐thirds), whereas a minority displayed varying clusters across situations.
Conclusion
These findings suggest that there is no uniform set of facial actions but instead there are at least four different facial activity patterns occurring during pain that are composed of different configurations of facial actions. Raising awareness about these different ‘faces of pain’ might hold the potential of improving the detection and, thereby, the communication of pain.</description><subject>Adult</subject><subject>Cluster Analysis</subject><subject>Facial Expression</subject><subject>Female</subject><subject>Humans</subject><subject>Individuality</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Pain - psychology</subject><issn>1090-3801</issn><issn>1532-2149</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><recordid>eNqNkclOwzAURS0EomX4BZQlmwRPcWzEpqoYVTGIIpaW40G4pGmJE2j_HodC16z85HfOtXQNQIJghiDEZ7MM5QSnGFGRYYhIBiHFKFvtgOF2sRtnKGBKOEQDcBDCDEaqgGQfDDBFBSWCDYGevtnEKW1DsnDJUvn6PBkluupCa5tE1apaB_-z87Xxn950qkqMd842tu4tX_e6j7dKtxFo1zGljXK9TTwCe05VwR7_nofg5epyOr5JJw_Xt-PRJNUUMpQqZjl0HBHNGS-YcMZxRnTJKCaGOKGdNYpzx01BclcaWpZQ4BwLwYTmJSKH4HSTu2wWH50NrZz7oG1VqdouuiBRjgmFlFESUb5BdbMIobFOLhs_V81aIij7iuVM9k3KvknZVyx_KparqJ78vtKVc2u24l-nEbjYAF--sut_B8vLu8c4RD3d6D5-wWqrq-ZdsoIUuXy9v5aTu6tnPHmdyifyDUzrmUs</recordid><startdate>201407</startdate><enddate>201407</enddate><creator>Kunz, M.</creator><creator>Lautenbacher, S.</creator><general>Blackwell Publishing Ltd</general><scope>BSCLL</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope></search><sort><creationdate>201407</creationdate><title>The faces of pain: A cluster analysis of individual differences in facial activity patterns of pain</title><author>Kunz, M. ; Lautenbacher, S.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c4061-a6e80f813c868769fdf863cb6423d3f9cfeda88f8d735fbd4bb092529969c8b13</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Adult</topic><topic>Cluster Analysis</topic><topic>Facial Expression</topic><topic>Female</topic><topic>Humans</topic><topic>Individuality</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Pain - psychology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Kunz, M.</creatorcontrib><creatorcontrib>Lautenbacher, S.</creatorcontrib><collection>Istex</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>European journal of pain</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Kunz, M.</au><au>Lautenbacher, S.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The faces of pain: A cluster analysis of individual differences in facial activity patterns of pain</atitle><jtitle>European journal of pain</jtitle><addtitle>EJP</addtitle><date>2014-07</date><risdate>2014</risdate><volume>18</volume><issue>6</issue><spage>813</spage><epage>823</epage><pages>813-823</pages><issn>1090-3801</issn><eissn>1532-2149</eissn><abstract>Background
There is general agreement that facial activity during pain conveys pain‐specific information but is nevertheless characterized by substantial inter‐individual differences. With the present study we aim to investigate whether these differences represent idiosyncratic variations or whether they can be clustered into distinct facial activity patterns.
Methods
Facial actions during heat pain were assessed in two samples of pain‐free individuals (n = 128; n = 112) and were later analysed using the Facial Action Coding System. Hierarchical cluster analyses were used to look for combinations of single facial actions in episodes of pain. The stability/replicability of facial activity patterns was determined across samples as well as across different basic social situations.
Results
Cluster analyses revealed four distinct activity patterns during pain, which stably occurred across samples and situations: (I) narrowed eyes with furrowed brows and wrinkled nose; (II) opened mouth with narrowed eyes; (III) raised eyebrows; and (IV) furrowed brows with narrowed eyes. In addition, a considerable number of participants were facially completely unresponsive during pain induction (stoic cluster). These activity patterns seem to be reaction stereotypies in the majority of individuals (in nearly two‐thirds), whereas a minority displayed varying clusters across situations.
Conclusion
These findings suggest that there is no uniform set of facial actions but instead there are at least four different facial activity patterns occurring during pain that are composed of different configurations of facial actions. Raising awareness about these different ‘faces of pain’ might hold the potential of improving the detection and, thereby, the communication of pain.</abstract><cop>England</cop><pub>Blackwell Publishing Ltd</pub><pmid>24174396</pmid><doi>10.1002/j.1532-2149.2013.00421.x</doi><tpages>11</tpages></addata></record> |
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subjects | Adult Cluster Analysis Facial Expression Female Humans Individuality Male Middle Aged Pain - psychology |
title | The faces of pain: A cluster analysis of individual differences in facial activity patterns of pain |
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