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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2017.01860</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Opinion</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Economic Utility of Clinical Psychology in the Multidisciplinary Management of Pain</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Giusti</surname> <given-names>Emanuele M.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/163740/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Pietrabissa</surname> <given-names>Giada</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/65842/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Manzoni</surname> <given-names>Gian Mauro</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Cattivelli</surname> <given-names>Roberto</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/203149/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Molinari</surname> <given-names>Enrico</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Trompetter</surname> <given-names>Hester R.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/269754/overview"/>
<xref ref-type="author-notes" rid="fn003"><sup>&#x02020;</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Schreurs</surname> <given-names>Karlein M. G.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/239913/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Castelnuovo</surname> <given-names>Gianluca</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Psychology, Catholic University of the Sacred Heart</institution>, <addr-line>Milan</addr-line>, <country>Italy</country></aff>
<aff id="aff2"><sup>2</sup><institution>Istituto Auxologico Italiano IRCCS, Psychology Research Laboratory, Ospedale San Giuseppe</institution>, <addr-line>Verbania</addr-line>, <country>Italy</country></aff>
<aff id="aff3"><sup>3</sup><institution>Faculty of Psychology, eCampus University</institution>, <addr-line>Novedrate</addr-line>, <country>Italy</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Psychology, Health and Technology, Centre for eHealth and Wellbeing Research, University of Twente</institution>, <addr-line>Enschede</addr-line>, <country>Netherlands</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Alemka Tomicic, Diego Portales University, Chile</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Adelaida Mar&#x000ED;a A. M. Castro S&#x000E1;nchez, University of Almer&#x000ED;a, Spain; Johannes C. Van Der Wouden, VU University Amsterdam, Netherlands</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Gianluca Castelnuovo <email>gianluca.castelnuovo&#x00040;auxologico.it</email>; <email>gianluca.castelnuovo&#x00040;unicatt.it</email></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Clinical and Health Psychology, a section of the journal Frontiers in Psychology</p></fn>
<fn fn-type="present-address" id="fn003"><p>&#x02020;Present Address: Hester R. Trompetter, Department of Medical and Clinical Psychology, Center for Research on Psychology in Somatic Disorders, Tilburg University, Tilburg, Netherlands</p></fn></author-notes>
<pub-date pub-type="epub">
<day>31</day>
<month>10</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>8</volume>
<elocation-id>1860</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>10</month>
<year>2016</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>10</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Giusti, Pietrabissa, Manzoni, Cattivelli, Molinari, Trompetter, Schreurs and Castelnuovo.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Giusti, Pietrabissa, Manzoni, Cattivelli, Molinari, Trompetter, Schreurs and Castelnuovo</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<kwd-group>
<kwd>pain management</kwd>
<kwd>clinical psychology</kwd>
<kwd>cost-effectiveness</kwd>
<kwd>psychometrics</kwd>
<kwd>health psychology</kwd>
<kwd>clinical health psychology</kwd>
<kwd>clinical health interventions</kwd>
<kwd>psychotherapy</kwd>
</kwd-group>
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<ref-count count="73"/>
<page-count count="5"/>
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</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Chronic musculoskeletal pain is the leading sources of disability worldwide, imposing an enormous burden to both societies and healthcare systems (Vos et al., <xref ref-type="bibr" rid="B70">2012</xref>). Direct medical expenses and indirect costs due to losses in work productivity exceed $200 billion in the US (Ma et al., <xref ref-type="bibr" rid="B46">2014</xref>; Park et al., <xref ref-type="bibr" rid="B50">2016</xref>) and are a major source of concern in Europe (Breivik et al., <xref ref-type="bibr" rid="B11">2013</xref>). Mean <italic>per capita</italic> costs vary from country to country (see Table <xref ref-type="table" rid="T1">1</xref>), but are estimated to double the expenses for the care of matched controls (Gore et al., <xref ref-type="bibr" rid="B29">2012</xref>; Hong et al., <xref ref-type="bibr" rid="B32">2013</xref>). Notably, their impact is directly linked both to the severity of the condition and to the presence of mental comorbidities, and can be inflated by concomitant opioid abuse (Baumeister et al., <xref ref-type="bibr" rid="B6">2012</xref>; Manchikanti et al., <xref ref-type="bibr" rid="B47">2013</xref>; Stockbridge et al., <xref ref-type="bibr" rid="B59">2015</xref>; Rayner et al., <xref ref-type="bibr" rid="B54">2016</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Direct and indirect annual cost per capita of musculoskeletal conditions.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Pain condition</bold></th>
<th valign="top" align="left"><bold>References</bold></th>
<th valign="top" align="left"><bold>Country</bold></th>
<th valign="top" align="left"><bold>Type of cost</bold></th>
<th valign="top" align="left"><bold>Cost per patient per year</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Low back pain</td>
<td valign="top" align="left">Pasquale et al., <xref ref-type="bibr" rid="B51">2014</xref></td>
<td valign="top" align="left">US</td>
<td valign="top" align="left">Direct</td>
<td valign="top" align="left">$3,607</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Gore et al., <xref ref-type="bibr" rid="B29">2012</xref></td>
<td valign="top" align="left">US</td>
<td valign="top" align="left">Direct</td>
<td valign="top" align="left">$8,386</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Gustavsson et al., <xref ref-type="bibr" rid="B30">2012</xref></td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">Direct and indirect</td>
<td valign="top" align="left">$9,781</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Becker et al., <xref ref-type="bibr" rid="B8">2010</xref></td>
<td valign="top" align="left">Germany</td>
<td valign="top" align="left">Direct and indirect</td>
<td valign="top" align="left">&#x020AC;3,579</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Hong et al., <xref ref-type="bibr" rid="B32">2013</xref></td>
<td valign="top" align="left">UK</td>
<td valign="top" align="left">Direct</td>
<td valign="top" align="left">&#x000A3;1,074</td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left">Osteoarthritis</td>
<td valign="top" align="left">Pasquale et al., <xref ref-type="bibr" rid="B51">2014</xref></td>
<td valign="top" align="left">US</td>
<td valign="top" align="left">Direct</td>
<td valign="top" align="left">$5,344</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Xie et al., <xref ref-type="bibr" rid="B73">2016</xref></td>
<td valign="top" align="left">Various countries</td>
<td valign="top" align="left">Direct</td>
<td valign="top" align="left">From $1,442 to $21,335</td>
</tr>
<tr>
<td/>
<td/>
<td/>
<td valign="top" align="left">Indirect</td>
<td valign="top" align="left">From $238 to $29,935</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Gustavsson et al., <xref ref-type="bibr" rid="B30">2012</xref></td>
<td valign="top" align="left">Sweden</td>
<td valign="top" align="left">Direct and indirect</td>
<td valign="top" align="left">$77,98</td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left">Rheumatoid arthritis</td>
<td valign="top" align="left">Pasquale et al., <xref ref-type="bibr" rid="B51">2014</xref></td>
<td valign="top" align="left">US</td>
<td valign="top" align="left">Direct</td>
<td valign="top" align="left">$4,036</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Boonen and Severens, <xref ref-type="bibr" rid="B10">2011</xref></td>
<td valign="top" align="left">Various countries</td>
<td valign="top" align="left">Direct and indirect</td>
<td valign="top" align="left">&#x020AC;10,479</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Lundkvist et al., <xref ref-type="bibr" rid="B45">2008</xref></td>
<td valign="top" align="left">Various countries</td>
<td valign="top" align="left">Direct and indirect</td>
<td valign="top" align="left">From &#x020AC;2,825 to &#x020AC;24,688</td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left">Fibromyalgia</td>
<td valign="top" align="left">Rivera et al., <xref ref-type="bibr" rid="B55">2009</xref></td>
<td valign="top" align="left">Spain</td>
<td valign="top" align="left">Direct and indirect</td>
<td valign="top" align="left">&#x020AC;9,982</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Knight et al., <xref ref-type="bibr" rid="B34">2013</xref></td>
<td valign="top" align="left">US, France, Germany</td>
<td valign="top" align="left">Direct and indirect</td>
<td valign="top" align="left">From $9,199 to $13,518</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Pasquale et al., <xref ref-type="bibr" rid="B51">2014</xref></td>
<td valign="top" align="left">US</td>
<td valign="top" align="left">Direct</td>
<td valign="top" align="left">$1,755</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In the last decades, the biopsychosocial model has attempted to answer to the growing imperative need to identify the best practices for the prevention and treatment of chronic pain and related conditions. Scientific research shows that clinical psychology plays a key role within the multidisciplinary approach that is increasingly being suggested for pain management. Its added value is revealed not only by the improvement of the patient experience, but also with regards to economic savings and cost reduction of his care, which is an issue on which modern health services base their strategic decisions. These benefits have been corroborated by studies addressing psychological treatments for chronic musculoskeletal pain, which will be discussed later. However, we argue that the work of clinical psychologists can improve the economic sustainability of chronic pain management in all the stages of the care, from the assessment phase to the rehabilitation period, providing a differentiated contribution depending on the treatment course of the patient (i.e. conservative treatment, surgical intervention). In particular, we suggest that the cost-effectiveness of chronic pain management can be enhanced employing a psychometrically sound, computerized and integrated assessment. After the diagnostic process, psychological techniques and interventions can be useful for pain management or, in case of surgical interventions, to enhance their outcomes.</p>
</sec>
<sec id="s2">
<title>Economic benefits of an integrated assessment of pain and treatment outcomes and the role of modern psychometric methods</title>
<p>The multidimensional evaluation of pain and its correlates is crucial during the entire course of the care. Starting from the initial assessment phase, the aim of the pain specialist is to gather detailed information on pain characteristics and to ascertain how these characteristics are intertwined with biomedical, psychosocial and behavioral factors (Dansie and Turk, <xref ref-type="bibr" rid="B19">2013</xref>; Aloisi et al., <xref ref-type="bibr" rid="B4">2016</xref>; Castelnuovo et al., <xref ref-type="bibr" rid="B14">2016a</xref>,<xref ref-type="bibr" rid="B15">b</xref>; Tamburin et al., <xref ref-type="bibr" rid="B60">2016</xref>). An integrated assessment of these aspects may have an intrinsic positive clinical effect (Pietil&#x000E4; Holmner et al., <xref ref-type="bibr" rid="B52">2013</xref>). In addition, accurate and objective measures are important for making correct decisions and to lead to a cost-effective management of the following pain management intervention. Standardized measures are fundamental for detecting the presence of contraindication for specific pain management options (Daubs et al., <xref ref-type="bibr" rid="B20">2010</xref>). In this context, psychometrics may provide the tools for a reliable, sensitive and valid assessment of pain and of the outcomes of the treatment. Some authors advocate for the spread integrated and computerized assessment methods which exploit the potential of the most modern statistical models for the construction of valid, specific and user-friendly questionnaires which can be linked to automated dynamic pain assessment systems (Chang, <xref ref-type="bibr" rid="B17">2013</xref>; El Miedany, <xref ref-type="bibr" rid="B23">2013</xref>; Slover et al., <xref ref-type="bibr" rid="B58">2015</xref>). Item Response Theory models can be used to calibrate these tools to assess the person&#x00027;s traits in a reliable and valid manner with the lowest possible amount of item, greatly reducing the administration time. These methods permit to evaluate the relevant aspects ofthe patient&#x00027;s experience and to easily store and access the acquired information throughout the different phases of the treatment and in the follow-up period. Models based on these principles have been specifically developed for musculoskeletal pain conditions with the aim to reduce costs and first proofs of their cost-effectiveness have been found (Wells et al., <xref ref-type="bibr" rid="B71">2013</xref>; El Miedany et al., <xref ref-type="bibr" rid="B24">2016</xref>).</p>
</sec>
<sec id="s3">
<title>Economic utility of the assessment of the psychological variables associated with the treatment outcomes in the surgical management of pain</title>
<p>Surgery can be an option to relieve pain in rheumatoid arthritis, osteoarthritis and back conditions (Boonen and Severens, <xref ref-type="bibr" rid="B10">2011</xref>; Gore et al., <xref ref-type="bibr" rid="B29">2012</xref>; Xie et al., <xref ref-type="bibr" rid="B73">2016</xref>). A large number of psychological aspects related to pain, such as anxiety, depression, cognitions, expectations and personality traits can be considered as strong predictors of the outcomes of these interventions (Schade et al., <xref ref-type="bibr" rid="B56">1999</xref>; Trief et al., <xref ref-type="bibr" rid="B62">2000</xref>; DeBerard et al., <xref ref-type="bibr" rid="B21">2003</xref>; Kohlboeck et al., <xref ref-type="bibr" rid="B35">2004</xref>; den Boer et al., <xref ref-type="bibr" rid="B22">2006</xref>; Abbott et al., <xref ref-type="bibr" rid="B1">2011</xref>; Judge et al., <xref ref-type="bibr" rid="B33">2012</xref>; Block et al., <xref ref-type="bibr" rid="B9">2013</xref>; Akins et al., <xref ref-type="bibr" rid="B2">2015</xref>; Anderson et al., <xref ref-type="bibr" rid="B5">2015</xref>; Kunutsor et al., <xref ref-type="bibr" rid="B37">2016</xref>; Alattas et al., <xref ref-type="bibr" rid="B3">2017</xref>; Lindberg et al., <xref ref-type="bibr" rid="B40">2017</xref>; Mancuso et al., <xref ref-type="bibr" rid="B48">2017</xref>). Each of these factors seems to differently affect the various outcomes of the treatment, leading to a boost of the direct and indirect costs of the care. Omitting to consider the psychosocial aspects which can interfere with the surgical intervention may lead to a worst patient experience in terms of pain intensity and quality of life, to a failure to return to work, to an increase in opioid consumption or to repeat other ineffective, potentially harmful and costly treatments. In this contexts, the contribution of a psychologist can be essential. His role is not to decide whether an intervention should be implemented or discarded, but to help physicians to identify the patients at risk of poor outcomes and to suggest how the pain management strategies could be improved. Moreover, his work can be fundamental to prepare the patient for the surgical intervention, e.g., assessing unrealistic expectations or providing education, and to guide him in the post-operative period with the aim to foster his motivation, to facilitate his discharge, and to prevent the conditions which may cause a relapse of the symptoms and a readmission to the hospital (Childs et al., <xref ref-type="bibr" rid="B18">2014</xref>; Louw et al., <xref ref-type="bibr" rid="B43">2014</xref>).</p>
</sec>
<sec id="s4">
<title>The economic utility of clinical psychology for pain treatment</title>
<p>Several psychological treatment options have been proven to be cost-effective and are available for the clinical management of pain both in traditional and in new technology-based scenarios (Kr&#x000F6;ner-Herwig, <xref ref-type="bibr" rid="B36">2009</xref>; Trompetter et al., <xref ref-type="bibr" rid="B65">2014</xref>, <xref ref-type="bibr" rid="B64">2015</xref>, <xref ref-type="bibr" rid="B63">2016</xref>; Veehof et al., <xref ref-type="bibr" rid="B69">2016</xref>). In a recent meta-analysis, Pike et al. (<xref ref-type="bibr" rid="B53">2016</xref>) found that psychological interventions are successful in reducing the use of healthcare services by the patients. This finding extends the evidence for a positive effect of psychological interventions on pain intensity, pain disability and the quality of life of the treated subjects (Hoffman et al., <xref ref-type="bibr" rid="B31">2007</xref>; Williams et al., <xref ref-type="bibr" rid="B72">2012</xref>; Veehof et al., <xref ref-type="bibr" rid="B69">2016</xref>).</p>
<p>Comprehensive pain programs administered by multidisciplinary teams which include the contribution of a psychologist or which use psychological techniques are associated with a substantial reduction in both the direct and indirect costs of the disease, with a cost saving which is estimated between 8,500$ to 13,000$ per patient per year (Gatchel et al., <xref ref-type="bibr" rid="B27">2003</xref>; Gatchel and Okifuji, <xref ref-type="bibr" rid="B26">2006</xref>). All the components of these programs are fundamental for a cost-effective care of the disease and &#x0201C;carving out&#x0201D; some of them may impair a satisfying recovery to the premorbid productivity levels, leading to an increase in the future use of the healthcare resources (Gatchel and Okifuji, <xref ref-type="bibr" rid="B26">2006</xref>; Gatchel and Mayer, <xref ref-type="bibr" rid="B25">2008</xref>). Moreover, these programs may be enhanced providing intensive psychological therapies for the management of pain. The research is increasingly showing that these interventions are highly effective and lead to considerable cost savings. A group treatment for musculoskeletal pain sufferers based on cognitive behavioral principles resulted in additional 0.0325 Quality Adjusted Life Years (QALY) with respect of the control condition, with an incremental cost per QALY of &#x000A3;5,786 (Taylor et al., <xref ref-type="bibr" rid="B61">2016</xref>). Various RCTs evaluated the cost-effectiveness of group cognitive behavioral approaches for chronic low back pain, with estimates of additional cost per QALY ranging from &#x000A3;1,786 to $7,197 (Linton and Nordin, <xref ref-type="bibr" rid="B41">2006</xref>; Lamb et al., <xref ref-type="bibr" rid="B38">2010</xref>; Norton et al., <xref ref-type="bibr" rid="B49">2015</xref>). An integrated care program for sick-listed back pain patients based on a workplace intervention and graded activity was found to provide work-related economic savings in the amount of &#x000A3;5744 (Lambeek et al., <xref ref-type="bibr" rid="B39">2010</xref>), but graded activity was found to be less cost-effective than exposure <italic>in vivo</italic> in another trial (Goossens et al., <xref ref-type="bibr" rid="B28">2015</xref>). Non-significant effects were found for a CBT program added to inpatient rehabilitation for chronic low back pain (Schweikert et al., <xref ref-type="bibr" rid="B57">2006</xref>). With regards to the other syndromes, a telephone-delivered CBT for chronic widespread pain sufferers provided a 0.097 additional QALY with respect to a program of tailored exercise, with an incremental cost per QALY of &#x000A3;5917 (Beasley et al., <xref ref-type="bibr" rid="B7">2015</xref>), an internet-delivered Acceptance and Commitment Therapy program for fibromyalgia patients provided cost savings which exceeded the costs of the treatment 2 months after its conclusion (Ljotsson et al., <xref ref-type="bibr" rid="B42">2014</xref>) and a psychoeducational intervention for the same syndrome resulted in 0.12 additional QALY with respect to control (Luciano et al., <xref ref-type="bibr" rid="B44">2013</xref>). Although a systematic evaluation of the cost-effectiveness of all the available programs is beyond the scope of this article, it is established that the costs of various psychological treatments are rapidly overtaken by direct and indirect savings. However, clinical psychologists are not required to indiscriminately implement their therapies. On the contrary, their role is to help the pain management team to identify the characteristics of the patient and to tailor their techniques accordingly. The importance of tailoring the interventions has been long advocated in the literature and some evidence of the benefit of such an approach the have been provided (Turk, <xref ref-type="bibr" rid="B66">1990</xref>; Turk et al., <xref ref-type="bibr" rid="B68">1996</xref>, <xref ref-type="bibr" rid="B67">1998</xref>). In addition, in the clinical practice, the psychologist and the multidisciplinary pain team usually face very complex conditions accompanied by physical or mental comorbidities, which may prevent the use of standardized treatments. The future of the clinical psychology and of the biopsychosocial approach in the field of pain management seems therefore to reside in the possibility to deliver integrated interventions which are personalized in order to be more effective and, at the same time, less expensive (Castelnuovo, <xref ref-type="bibr" rid="B12">2010a</xref>,<xref ref-type="bibr" rid="B13">b</xref>; Castelnuovo et al., <xref ref-type="bibr" rid="B16">2016c</xref>).</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct and intellectual contribution to the work, and approved it for publication.</p>
<sec>
<title>Conflict of interest statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
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