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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Public Health</journal-id>
<journal-title>Frontiers in Public Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Public Health</abbrev-journal-title>
<issn pub-type="epub">2296-2565</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpubh.2021.779328</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Public Health</subject>
<subj-group>
<subject>Opinion</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Chronic Pain Treatment and Digital Health Era-An Opinion</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Rejula</surname> <given-names>V.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1578954/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Anitha</surname> <given-names>J.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1549226/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Belfin</surname> <given-names>R. V.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1484731/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Peter</surname> <given-names>J. Dinesh</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1352080/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of Computer Science and Engineering, Karunya Institute of Technology and Sciences</institution>, <addr-line>Coimbatore</addr-line>, <country>India</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Steven Fernandes, Creighton University, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Anand Deva Durai C, King Khalid University, Saudi Arabia; I-Hsien Ting, National University of Kaohsiung, Taiwan</p></fn>
<corresp id="c001">&#x0002A;Correspondence: R. V. Belfin <email>researchbelfin&#x00040;gmail.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Digital Public Health, a section of the journal Frontiers in Public Health</p></fn></author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>12</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>779328</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>11</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Rejula, Anitha, Belfin and Peter.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Rejula, Anitha, Belfin and Peter</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) and the copyright owner(s) 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>chronic pain</kwd>
<kwd>health innovation</kwd>
<kwd>artificial intelligence</kwd>
<kwd>eHealth</kwd>
<kwd>digital health</kwd>
<kwd>virtual care</kwd>
<kwd>digital biomarkers</kwd>
<kwd>quality of life</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="72"/>
<page-count count="6"/>
<word-count count="5245"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1. Introduction</title>
<p>Pain is acknowledged as the body alarm system that reminds us of the environmental threat, muscle damage or the presence of some disease condition (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). The pain is directly related to negative emotions (<xref ref-type="bibr" rid="B3">3</xref>). The stimulation of primary sensory neurons and specialized transduction machinery in their peripheral terminals is thought to be the physiological cause of pain. There are two sorts of pain based on the continuous pain period, namely acute and chronic (<xref ref-type="bibr" rid="B4">4</xref>).</p>
<p>Chronic pain is defined as pain that lasts for more than 3 months (<xref ref-type="bibr" rid="B5">5</xref>) and it is an significant health issue. Low back pain is one of the disease that wreaks more havoc on people&#x00027;s lives (<xref ref-type="bibr" rid="B6">6</xref>&#x02013;<xref ref-type="bibr" rid="B8">8</xref>). Other leading causes and conditions of chronic pain are Rheumatoid arthritis (<xref ref-type="bibr" rid="B9">9</xref>&#x02013;<xref ref-type="bibr" rid="B11">11</xref>), Shoulder Pain (<xref ref-type="bibr" rid="B8">8</xref>), Headache disorders (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>), Cancer (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B15">15</xref>), Fibromyalgia (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>), Cervical and Thoracic Pain (<xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>Depression (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>), anxiety (<xref ref-type="bibr" rid="B21">21</xref>), sleep problems (<xref ref-type="bibr" rid="B22">22</xref>), fatigue/lack of energy (<xref ref-type="bibr" rid="B23">23</xref>), and neurocognitive abnormalities (<xref ref-type="bibr" rid="B24">24</xref>) are all common comorbidities of chronic pain. These comorbidities reduce the patient&#x00027;s quality of life, create lost workdays, and make it difficult to maintain a healthy social life on their own (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>The relevance of chronic pain research along with the techniques and problems of diagnosing chronic pain, various treatment approaches, and current digital patient interaction tools has been discussed in this article. The summary of chronic pain treatment and digital patient engagement methods has been given in <xref ref-type="fig" rid="F1">Figure 1</xref>. Finally, the benefits of digital health approaches during the COVID 19 pandemic and post-pandemic era are presented.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Chronic pain treatment and digital patient engagement methods.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpubh-09-779328-g0001.tif"/>
</fig>
</sec>
<sec id="s2">
<title>2. Pain Identification Methods</title>
<p>There are two main aspects to pain: intensity (magnitude) and unpleasantness (effect) (<xref ref-type="bibr" rid="B27">27</xref>). In terms of characteristics such as duration, frequency, location, and severity, reporting the pain is essential (<xref ref-type="bibr" rid="B28">28</xref>). The measurement of pain can be divided into three broad classifications. &#x0201C;Self-report&#x0201D; (<xref ref-type="bibr" rid="B29">29</xref>) is the primary way for pain measurement. There are various scales such as Verbal Rating Scales (VRS) (<xref ref-type="bibr" rid="B30">30</xref>), Numerical rating scales (NRS) (<xref ref-type="bibr" rid="B31">31</xref>), Visual Analog Scales (VAS) (<xref ref-type="bibr" rid="B32">32</xref>), Smiley- based Wong-Baker Scale (WBS) (<xref ref-type="bibr" rid="B33">33</xref>), Faces Pain Scales-Revised (FPS-R) (<xref ref-type="bibr" rid="B34">34</xref>) are used to get the self-reports from the chronic pain patients (<xref ref-type="bibr" rid="B35">35</xref>&#x02013;<xref ref-type="bibr" rid="B38">38</xref>). The second way of measuring pain is the &#x0201C;Observe behavior and infer&#x0201D; method (<xref ref-type="bibr" rid="B39">39</xref>). This method has various scales like Neonatal Infant Pain Scale (NIPS) (<xref ref-type="bibr" rid="B40">40</xref>), Crying Requires Increased Vital Signs Expression Sleeplessness (CRIES) (<xref ref-type="bibr" rid="B41">41</xref>), Face, Legs, Activity, Cry, Consolability (FLACC) (<xref ref-type="bibr" rid="B41">41</xref>) for Infants and Toddlers, then Pain Assessment Checklist for Seniors with Limited Ability to Communicate (PACSLAC) (<xref ref-type="bibr" rid="B42">42</xref>), DOLOPLUS2 (<xref ref-type="bibr" rid="B43">43</xref>), Pain Assessment in Advanced Dementia Scale (PAINAD) (<xref ref-type="bibr" rid="B44">44</xref>) for elderly with dementia and Behavioral Pain Scale (BPS) (<xref ref-type="bibr" rid="B45">45</xref>), Critical Care Pain Observation Tool (CPOT) (<xref ref-type="bibr" rid="B46">46</xref>), Nonverbal Pain Scale (NVPS) (<xref ref-type="bibr" rid="B47">47</xref>) for ill and unconscious persons. The third classification of measuring pain is &#x0201C;Indirect Physiology.&#x0201D; These methods use modalities like electroencephalogram (EEG) (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>), Magnetoencephalography (MEG) (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>), Positron emission tomography (PET) (<xref ref-type="bibr" rid="B7">7</xref>) and functional MRI (fMRI) (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B52">52</xref>) to measure pain using the bio-markers. Having a variety of pain measurement methods does not mean that measuring pain is simple. There are many challenges in measuring pain accurately when we use self-reports and observe behavior and infer. The following section provides the challenges in measuring pain.</p>
<sec>
<title>2.1. Challenges of Measuring Pain</title>
<p>The &#x0201C;self-report&#x0201D; and &#x0201C;Observe behavior and infer&#x0201D; report changes depending on mood, environment, and cognition. Even after the patients have been trained, the sensitivity, robustness, and reliability of the measurements obtained by self-report are quite poor. A baby, a demented old person, or an anesthetized or coma patient cannot self-report pain. One issue with observer rating is that not everyone exhibits pain reactions. A range of behavioral and physiological changes can be used to quantify responses to noxious stimuli. Lack of signals during noxious stimulation does not always imply the absence of pain. It&#x00027;s critical to have measurements that can be translated into pain treatment. Hence, there is a need for a bio-marker (<xref ref-type="bibr" rid="B35">35</xref>).</p>
</sec>
<sec>
<title>2.2. Digital Bio-Markers</title>
<p>A bio-marker is a feature that may be tested and assessed quantitatively as an indicator of a normal biological process, a pathological process, or the pharmacological (and non-pharmacological) response to a therapeutic treatment (<xref ref-type="bibr" rid="B53">53</xref>). Food and Drug Administration -National Institutes of Health (FDA-NIH) (<xref ref-type="bibr" rid="B54">54</xref>) working group classifies bio-markers into four types according to the development of drugs and biologic:</p>
<list list-type="bullet">
<list-item><p><bold>Diagnostic bio-markers</bold> -To identify and validate the presence of pain.</p></list-item>
<list-item><p><bold>Prognostic bio-markers</bold> -To recognize the likelihood of a clinical event, disease recurrence, or progression in patients with disease of interest.</p></list-item>
<list-item><p><bold>Predictive bio-markers</bold> -To identify individuals who are more likely to have the bio-marker than those who do not.</p></list-item>
<list-item><p><bold>Pharmacodynamic bio-markers</bold> -To show that a biological response occurs in an individual exposed to a medical product.</p></list-item>
</list>
</sec>
</sec>
<sec id="s3">
<title>3. Chronic Pain Treatment</title>
<p>Chronic pain is treated in a variety of ways by healthcare practitioners. The treatment plan is determined by the type of pain, the cause (if known), and other factors that differ from person to person. Medication, lifestyle modifications, and treatments are all used in the best treatment programmes.</p>
<sec>
<title>3.1. Psychological Treatment</title>
<p>Education is an essential element of psychological pain treatment (<xref ref-type="bibr" rid="B55">55</xref>) since it teaches patients how to handle a problematic condition. Talk therapy, Relaxation training, Stress management and pain coping skills training are the most frequent psychological treatments. You can obtain the assistance and counselling of a psychiatrist or psychologist through talk therapy. Cognitive therapy helps to alter the facts, ideas, and attitudes to change the amount of pain you feel. Relaxation training teaches you how to achieve a physiological state of profound relaxation that help you relieve pain. You may discover how your ideas impact your stress level and how to build a healthy response to difficult situations via stress management. You may learn how to adjust your life to the pain and have fun again through pain coping skills training (<xref ref-type="bibr" rid="B56">56</xref>).</p>
</sec>
<sec>
<title>3.2. Mind-Body Therapies</title>
<p>Several researchers on the use of mind-body therapy to treat persistent lower back pain have found that it is effective in reducing pain intensity, tension, and anxiety while also increasing aerobic ability. Mind-body treatments may encourage whole-body healing and include a fitness component to increase the brain&#x00027;s connection with physical function. They are often considered part of supplementary alternative or integrative medicine, which provides movement and energy-based therapies. Patients with persistent lower back pain benefit from integrating complementary alternative mind-body treatments in their therapy, according to a variety of medical and healthcare professionals (e.g., primary care, spine surgeons, pain management). Holistic care is sometimes coupled with traditional medical therapy (<xref ref-type="bibr" rid="B57">57</xref>).</p>
</sec>
<sec>
<title>3.3. Cognitive Behavioral Therapy</title>
<p>Cognitive Behavioral Therapy (CBT) combines psychotherapy (talk therapy) with behavior therapy to help individuals better comprehend life&#x00027;s difficulties, retrain their attitudes, ideas, and perceptions, and develop problem-solving skills. A CBT therapist guides the person through goal-oriented therapy to learn how to manage stress, anxiety, depression, and sleep issues (<xref ref-type="bibr" rid="B58">58</xref>).</p>
</sec>
<sec>
<title>3.4. Exercise Therapy</title>
<p>When you&#x00027;re dealing with chronic pain or an injury, exercise therapy is the best option. It can help you feel and move better by making you stronger. Physical therapists are skilled in both treating and preventing pain. They will search for areas of weakness or stiffness that might be contributing to the tension in the painful regions. They&#x00027;ll also prescribe activities to help you move better and relieve discomfort in certain places (<xref ref-type="bibr" rid="B59">59</xref>).</p>
</sec>
<sec>
<title>3.5. Digital Therapy</title>
<p>The use of software, mobile applications, sensors, and other digital approaches as therapeutic interventions to address various medical problems is known as digital therapy. Digital therapies refer to all of these devices and methods together. In essence, digital treatment is not dissimilar to traditional face-to-face therapeutic procedures. The cognitive behavioral therapy technique is used in the majority of digital therapy practices. It focuses on the notion of providing frequent counseling to patients to improve their behavioral and lifestyle habits (<xref ref-type="bibr" rid="B60">60</xref>).</p>
</sec>
</sec>
<sec id="s4">
<title>4. Chronic Pain Virtual Patient Engagement</title>
<p>Many people believe that digital communication channels promote obsessive, compulsive social media illness in individuals. They are currently the effective means of contact between patients and medical professionals. We had no idea they&#x00027;d become such a robust virtual tool for patient involvement. In these challenging days of the COVID-19, digital platforms assist in reaching out to patients regardless of location and save millions of lives.</p>
<sec>
<title>4.1. Telerehabilitation</title>
<p>Telerehabilitation for pain treatment makes use of communication technologies to overcome geographical limitations. Access to such technology was indispensable during the COVID&#x00027;19, and it was especially beneficial for individuals with chronic pain problems and unable to travel. Evaluating and treating such illnesses need a whole-health strategy that personalizes treatment choices and uses a biopsychosocial method to offer care. The care goals are the same as they are in a face-to-face encounter between a patient and a clinician. With proper consideration for staging a pain examination, a systematic approach to the physical visit, and the use of established clinical measures, telerehabilitation can be successfully applied in pain treatment (<xref ref-type="bibr" rid="B61">61</xref>).</p>
</sec>
<sec>
<title>4.2. Remote Patient Monitoring</title>
<p>RPM (remote patient monitoring) is a critical aspect of medical treatment in the future. When the objective of patient treatment is to enhance the quality of life, doctors must track how patients are doing between the appointments. This method of monitoring patients is especially crucial when dealing with chronic diseases like pain. The technologies like cloud computing, smartphone apps, sensors and wearables paved the way to improve this field (<xref ref-type="bibr" rid="B62">62</xref>). These software&#x00027;s collect, track, evaluate, and manage pain related data to improve the quality of life of a pain patient (<xref ref-type="bibr" rid="B54">54</xref>).</p>
</sec>
<sec>
<title>4.3. Chatbots</title>
<p>Today, algorithms-driven communications done through intelligent devices aim to treat hurts like substance use disorders, combat traumas, chronic pain and a worldwide pandemic. Conversational AI bots (chatbots) is a way to bridge the gap between the people and the knowledge they need and assisting them in completing tasks more quickly, all while utilizing existing tools. Conversational AI&#x00027;s future lies in incorporating it more into the care process across the whole care journey, whether it&#x00027;s assisting with you for appointments or just assisting you in living your best life (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>).</p>
</sec>
<sec>
<title>4.4. AI</title>
<p>The use of artificial intelligence in healthcare is growing, particularly in diagnosis and therapy management. AI applications in healthcare have recently made enormous impacts throughout medical services, igniting a debate about whether AI physicians would eventually displace human doctors (<xref ref-type="bibr" rid="B65">65</xref>). Experts, on the other hand, feel that human physicians will not be replaced by robots anytime soon. Artificial intelligence in healthcare, on the other hand, can assist doctors in making better clinical decisions or potentially replace human judgement in certain sectors of the industry.</p>
<p>Recent research used artificial intelligence, or machine learning algorithms, to physiological information from individuals with chronic pain, including respiration rate, oxygen levels, pulse rate, body temperature, blood pressure, and so on. The investigators&#x00027; technique outperformed baseline models in determining subjective pain levels and differentiating between pain changes and irregular pain fluctuations (<xref ref-type="bibr" rid="B66">66</xref>).</p>
</sec>
<sec>
<title>4.5. Immersive Technology Medicine</title>
<p>A virtual reality (VR)-based digital therapy for persons with chronic pain has shown promising results in a clinical study (<xref ref-type="bibr" rid="B67">67</xref>), helping patients control their fear of movement, which can limit their activity and slow healing. People with chronic pain can utilize a virtual reality headset to lead them through a sequence of cognitive behavioral therapy (CBT) workouts to give them confidence in their fear of movement, commonly known as kinesiophobia (<xref ref-type="bibr" rid="B68">68</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>5. Discussion</title>
<p>The techniques for identifying, treating, and managing chronic pain had been discussed in the preceding section. People nowadays utilize the internet and other online resources to learn about the symptoms, treatments, and comorbidities of any ailments they may be suffering. For any disease, taking the medication without first visiting a doctor is not recommended. However, the utilization of digital health data can aid medical professionals, and scientists make better informed and effective decisions.</p>
<p>As mentioned in previous sections, chronic pain can be self-managed by adequate patient education, lifestyle therapies such as exercise, and weight loss activities. There are various hurdles to sufficient treatment in certain underdeveloped countries, such as geography, a lack of physicians, expense, inconvenience, impairment, or, more recently, COVID&#x00027;19 limitations. However, given the widespread use of computers, intelligent applications, and the world wide web, digital health methods provide the possibility of delivering lifestyle therapies to individuals with chronic pain remotely and assisting them in self-management.</p>
<p>As people go about their regular lives, cell phones can collect digital traces. The behavioral characteristics of a person may be derived from this raw digital data. This digital data gives us the number of unique goals visited. For example, the average level of ambient noise detected during the night, and the sleep quality data offer information on the behavior patterns of a particular individual in a real-world scenario. Combining smartphone and wearable sensors may enable passive and remote real-time monitoring of changing symptoms by capturing behavioral and physiological changes during pain. Applying machine learning classification to smartphone data and other sensor data can help us classify chronic pain patients from the controls.</p>
<p>In healthcare, AI has a variety of effects. In most cases, AI in healthcare uses a web data set to give doctors and specialists access to a large number of diagnostic tools. Because doctors are extremely skilled in their area and keep up with current research, AI technology in healthcare creates a much faster outcome that can be matched with their clinical expertise.</p>
<p>The possibilities for AI applications in healthcare are vast, ranging from emergency rooms to general care to home care. Artificial intelligence can be used in healthcare to automate patient evaluation and minimise assessor bias. It can assess patient risk, analyse sickness (for example, by decoding ECG findings and X-ray images), choose the best therapy based on a patient&#x00027;s clinical history and clinical trial results, track disease and detect early warning signals of worsening.</p>
<p>A biomarker is a biological indicator of an ailment or disease&#x00027;s presence. Biomarkers assist doctors in assessing and diagnosing patients as well as monitoring their therapeutic efficacy. Body temperature for fever, blood pressure for hypertension, and cholesterol levels for heart problems are examples of biomarkers. Doctors can provide target treatment by identifying and using pain biomarkers in conjunction with digital health technology. There are some drawbacks to using biomarkers for pain. Some pain biomarkers (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B69">69</xref>&#x02013;<xref ref-type="bibr" rid="B72">72</xref>) are stronger predictors in males, whereas others are better predictors of pain in women concerning gene expression. CNTN1 has been related to chronic pain in women, whereas LY9 (lymphocyte antigen 9) and MFAP3 have been connected to PTSD in males. We will have higher precision when we tailor the health care application by gender since men and women have distinct biomarkers for pain in terms of gene expression. Biomarkers for pain can be identified in brain signal markers also.</p>
<p>Currently, 81 percent of the world&#x00027;s population owns a smartphone, which opens up new possibilities for remote health monitoring. The fast growth of computing technologies like mobile apps, cloud computing, blockchain, big data analytics, AI, AR &#x00026; VR helps build more intelligent applications in this domain. Clinical trials and guidelines often recommend pharmacotherapy, psychotherapy, integrative therapies, and invasive procedures as part of a personalized multi-modal, multidisciplinary treatment strategy.</p>
<p>Incorporating the doctors with customized multi-modal treatment strategies, historical health data, advanced software technologies, and biomarkers can help the pain patients&#x00027; improve their lives. The availability of huge data to train prediction algorithms, which assist (rather than replace) human doctors, stimulate curiosity-based thinking, enable cooperation, and reduce routine chores, thereby enhancing patient care, will push the application of AI in healthcare. Digital health solutions that are data-driven have the potential to change the health care domain. Suppose these technologies could be sustainably given at scale, they could provide equal access to expert-level treatment to everyone, everywhere, decreasing the worldwide health and wellness gap.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>VR, JA, and RVB devised the work, the main conceptual ideas and the proof outline. VR and JA worked out almost all of the technical details. VR, RVB, and JDP worked on the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</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>
</sec>
<sec sec-type="disclaimer" id="s7">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec> </body>
<back>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Davis</surname> <given-names>KD</given-names></name> <name><surname>Flor</surname> <given-names>H</given-names></name> <name><surname>Greely</surname> <given-names>HT</given-names></name> <name><surname>Iannetti</surname> <given-names>GD</given-names></name> <name><surname>MacKey</surname> <given-names>S</given-names></name> <name><surname>Ploner</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Brain imaging tests for chronic pain: medical, legal and ethical issues and recommendations</article-title>. <source>Nat Rev Neurol</source>. (<year>2017</year>) <volume>13</volume>:<fpage>624</fpage>&#x02013;<lpage>38</lpage>. <pub-id pub-id-type="doi">10.1038/nrneurol.2017.122</pub-id><pub-id pub-id-type="pmid">28884750</pub-id></citation></ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Santana</surname> <given-names>AN</given-names></name> <name><surname>Cifre</surname> <given-names>I</given-names></name> <name><surname>de Santana</surname> <given-names>CN</given-names></name> <name><surname>Montoya</surname> <given-names>P</given-names></name></person-group>. <article-title>Using deep learning and resting-state fMRI to classify chronic pain conditions</article-title>. <source>Front Neurosci</source>. (<year>2019</year>) <volume>13</volume>:<fpage>1313</fpage>. <pub-id pub-id-type="doi">10.3389/fnins.2019.01313</pub-id><pub-id pub-id-type="pmid">31920483</pub-id></citation></ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wiech</surname> <given-names>K</given-names></name> <name><surname>Tracey</surname> <given-names>I</given-names></name></person-group>. <article-title>The influence of negative emotions on pain: behavioral effects and neural mechanisms</article-title>. <source>Neuroimage</source>. (<year>2009</year>) <volume>47</volume>:<fpage>987</fpage>&#x02013;<lpage>94</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuroimage.2009.05.059</pub-id><pub-id pub-id-type="pmid">19481610</pub-id></citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>S</given-names></name> <name><surname>Du</surname> <given-names>J</given-names></name> <name><surname>Xi</surname> <given-names>D</given-names></name> <name><surname>Shao</surname> <given-names>F</given-names></name> <name><surname>Qiu</surname> <given-names>M</given-names></name> <name><surname>Shao</surname> <given-names>X</given-names></name> <etal/></person-group>. <article-title>Role of GABAAR in the transition from acute to chronic pain and the analgesic effect of electroacupuncture on hyperalgesic priming model rats</article-title>. <source>Front Neurosci</source>. (<year>2021</year>) <volume>15</volume>:<fpage>727</fpage>. <pub-id pub-id-type="doi">10.3389/fnins.2021.691455</pub-id><pub-id pub-id-type="pmid">34220444</pub-id></citation></ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bailey</surname> <given-names>JF</given-names></name> <name><surname>Agarwal</surname> <given-names>V</given-names></name> <name><surname>Zheng</surname> <given-names>P</given-names></name> <name><surname>Smuck</surname> <given-names>M</given-names></name> <name><surname>Fredericson</surname> <given-names>M</given-names></name> <name><surname>Kennedy</surname> <given-names>DJ</given-names></name> <etal/></person-group>. <article-title>Digital care for chronic musculoskeletal pain: 10,000 participant longitudinal cohort study</article-title>. <source>J Med Internet Res</source>. (<year>2020</year>) <volume>22</volume>:<fpage>1</fpage>&#x02013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.2196/18250</pub-id><pub-id pub-id-type="pmid">32208358</pub-id></citation></ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ung</surname> <given-names>H</given-names></name> <name><surname>Brown</surname> <given-names>JE</given-names></name> <name><surname>Johnson</surname> <given-names>KA</given-names></name> <name><surname>Younger</surname> <given-names>J</given-names></name> <name><surname>Hush</surname> <given-names>J</given-names></name> <name><surname>Mackey</surname> <given-names>S</given-names></name></person-group>. <article-title>Multivariate classification of structural MRI data detects chronic low back pain</article-title>. <source>Cerebral Cortex</source>. (<year>2014</year>) <volume>24</volume>:<fpage>1037</fpage>&#x02013;<lpage>44</lpage>. <pub-id pub-id-type="doi">10.1093/cercor/bhs378</pub-id><pub-id pub-id-type="pmid">23246778</pub-id></citation></ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shen</surname> <given-names>W</given-names></name> <name><surname>Tu</surname> <given-names>Y</given-names></name> <name><surname>Gollub</surname> <given-names>RL</given-names></name> <name><surname>Ortiz</surname> <given-names>A</given-names></name> <name><surname>Napadow</surname> <given-names>V</given-names></name> <name><surname>Yu</surname> <given-names>S</given-names></name> <etal/></person-group>. <article-title>Visual network alterations in brain functional connectivity in chronic low back pain: a resting state functional connectivity and machine learning study</article-title>. <source>Neuroimage Clin</source>. (<year>2019</year>) <volume>22</volume>:<fpage>101775</fpage>. <pub-id pub-id-type="doi">10.1016/j.nicl.2019.101775</pub-id><pub-id pub-id-type="pmid">30927604</pub-id></citation></ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hakala</surname> <given-names>PT</given-names></name> <name><surname>Rimpel&#x000E4;</surname> <given-names>AH</given-names></name> <name><surname>Saarni</surname> <given-names>LA</given-names></name> <name><surname>Salminen</surname> <given-names>JJ</given-names></name></person-group>. <article-title>Frequent computer-related activities increase the risk of neck-shoulder and low back pain in adolescents</article-title>. <source>Eur J Public Health</source>. (<year>2006</year>) <volume>16</volume>:<fpage>536</fpage>&#x02013;<lpage>41</lpage>. <pub-id pub-id-type="doi">10.1093/eurpub/ckl025</pub-id><pub-id pub-id-type="pmid">16524936</pub-id></citation></ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Abe</surname> <given-names>N</given-names></name> <name><surname>Fujieda</surname> <given-names>Y</given-names></name> <name><surname>Asou</surname> <given-names>K</given-names></name> <name><surname>Karino</surname> <given-names>K</given-names></name> <name><surname>Kono</surname> <given-names>M</given-names></name> <name><surname>Narita</surname> <given-names>H</given-names></name></person-group>. <article-title>Resting-State functional connectivity of pain processing brain region associated with therapeutic response to biologics in rheumatoid arthritis and spondyloarthritis</article-title>. (<year>2021</year>) p. <fpage>3</fpage>&#x02013;<lpage>5</lpage>.</citation>
</ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bennell</surname> <given-names>K</given-names></name></person-group>. <article-title>Digital health approaches for the lifestyle management of osteoarthritis</article-title>. <source>Osteoarthr Cartil</source>. (<year>2021</year>) <volume>29</volume>:<fpage>S8</fpage>. <pub-id pub-id-type="doi">10.1016/j.joca.2021.02.020</pub-id></citation>
</ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Barroso</surname> <given-names>J</given-names></name> <name><surname>Wakaizumi</surname> <given-names>K</given-names></name> <name><surname>Reis</surname> <given-names>AM</given-names></name> <name><surname>Baliki</surname> <given-names>M</given-names></name> <name><surname>Schnitzer</surname> <given-names>TJ</given-names></name> <name><surname>Galhardo</surname> <given-names>V</given-names></name> <etal/></person-group>. <article-title>Reorganization of functional brain network architecture in chronic osteoarthritis pain</article-title>. <source>Hum Brain Mapp</source>. (<year>2021</year>) <volume>42</volume>:<fpage>1206</fpage>&#x02013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1002/hbm.25287</pub-id><pub-id pub-id-type="pmid">33210801</pub-id></citation></ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname> <given-names>S</given-names></name> <name><surname>Bae</surname> <given-names>DW</given-names></name> <name><surname>Park</surname> <given-names>SG</given-names></name> <name><surname>Park</surname> <given-names>JW</given-names></name></person-group>. <article-title>The impact of Pain-related emotions on migraine</article-title>. <source>Sci Rep</source>. (<year>2021</year>) <volume>11</volume>:<fpage>1</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1038/s41598-020-80094-7</pub-id><pub-id pub-id-type="pmid">33436778</pub-id></citation></ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Santana</surname> <given-names>L</given-names></name> <name><surname>Liu</surname> <given-names>C</given-names></name></person-group>. <article-title>Experience of botulinum toxin a injections for chronic migraine headaches in a pediatric chronic pain clinic</article-title>. <source>J Pediatr Pharmacol Ther</source>. (<year>2021</year>) <volume>26</volume>:<fpage>151</fpage>&#x02013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.5863/1551-6776-26.2.151</pub-id><pub-id pub-id-type="pmid">33603578</pub-id></citation></ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Adam</surname> <given-names>R</given-names></name> <name><surname>Bond</surname> <given-names>CM</given-names></name> <name><surname>Burton</surname> <given-names>CD</given-names></name> <name><surname>de Bruin</surname> <given-names>M</given-names></name> <name><surname>Murchie</surname> <given-names>P</given-names></name></person-group>. <article-title>Can-Pain-a digital intervention to optimise cancer pain control in the community: development and feasibility testing</article-title>. <source>Support Care Cancer</source>. (<year>2021</year>) <volume>29</volume>:<fpage>759</fpage>&#x02013;<lpage>69</lpage>. <pub-id pub-id-type="doi">10.1007/s00520-020-05510-0</pub-id><pub-id pub-id-type="pmid">32468132</pub-id></citation></ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mercadante</surname> <given-names>S</given-names></name> <name><surname>Portenoy</surname> <given-names>RK</given-names></name></person-group>. <article-title>Understanding the chameleonic breakthrough cancer pain</article-title>. <source>Drugs</source>. (<year>2021</year>) <volume>81</volume>:<fpage>411</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1007/s40265-021-01466-5</pub-id><pub-id pub-id-type="pmid">33515376</pub-id></citation></ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gilron</surname> <given-names>I</given-names></name> <name><surname>Robb</surname> <given-names>S</given-names></name> <name><surname>Tu</surname> <given-names>D</given-names></name> <name><surname>Holden</surname> <given-names>R</given-names></name> <name><surname>Towheed</surname> <given-names>T</given-names></name> <name><surname>Ziegler</surname> <given-names>D</given-names></name> <etal/></person-group>. <article-title>Double-blind, randomized, placebo-controlled crossover trial of alpha-lipoic acid for the treatment of fibromyalgia pain: The IMPALA trial</article-title>. <source>Pain</source>. (<year>2021</year>) <volume>162</volume>:<fpage>561</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1097/j.pain.0000000000002028</pub-id><pub-id pub-id-type="pmid">32773602</pub-id></citation></ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Goebel</surname> <given-names>A</given-names></name> <name><surname>Krock</surname> <given-names>E</given-names></name> <name><surname>Gentry</surname> <given-names>C</given-names></name> <name><surname>Israel</surname> <given-names>MR</given-names></name> <name><surname>Jurczak</surname> <given-names>A</given-names></name> <name><surname>Urbina</surname> <given-names>CM</given-names></name> <etal/></person-group>. <article-title>Passive transfer of fibromyalgia symptoms from patients to mice</article-title>. <source>J Clin Invest</source>. (<year>2021</year>) <volume>131</volume>:<fpage>e144201</fpage>. <pub-id pub-id-type="doi">10.1172/JCI144201</pub-id><pub-id pub-id-type="pmid">34196305</pub-id></citation></ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Price</surname> <given-names>M</given-names></name> <name><surname>Ravanpay</surname> <given-names>A</given-names></name> <name><surname>Daniels</surname> <given-names>C</given-names></name></person-group>. <article-title>Recognition of prodromal cervical spondylotic myelopathy presenting in a US Veteran referred to chiropractic for acute thoracic pain: a case report</article-title>. <source>J Bodyw Mov Ther</source>. (<year>2021</year>) <volume>28</volume>:<fpage>13</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1016/j.jbmt.2021.07.041</pub-id><pub-id pub-id-type="pmid">34776130</pub-id></citation></ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ayzenberg</surname> <given-names>I</given-names></name> <name><surname>Richter</surname> <given-names>D</given-names></name> <name><surname>Henke</surname> <given-names>E</given-names></name> <name><surname>Asseyer</surname> <given-names>S</given-names></name> <name><surname>Paul</surname> <given-names>F</given-names></name> <name><surname>Trebst</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>Pain, depression, and quality of life in neuromyelitis optica spectrum disorder: a cross-sectional study of 166 AQP4 antibody-seropositive patients</article-title>. <source>Neurol Neuroimmunol Neuroinflammat</source>. (<year>2021</year>) <volume>8</volume>:<fpage>1</fpage>&#x02013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1212/NXI.0000000000000985</pub-id><pub-id pub-id-type="pmid">34108267</pub-id></citation></ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kremer</surname> <given-names>M</given-names></name> <name><surname>Becker</surname> <given-names>LJ</given-names></name> <name><surname>Barrot</surname> <given-names>M</given-names></name> <name><surname>Yalcin</surname> <given-names>I</given-names></name></person-group>. <article-title>How to study anxiety and depression in rodent models of chronic pain?</article-title> <source>Eur J Neurosci</source>. (<year>2021</year>) <volume>53</volume>:<fpage>236</fpage>&#x02013;<lpage>70</lpage>. <pub-id pub-id-type="doi">10.1111/ejn.14686</pub-id><pub-id pub-id-type="pmid">31985104</pub-id></citation></ref>
<ref id="B21">
<label>21.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>XH</given-names></name> <name><surname>Matsuura</surname> <given-names>T</given-names></name> <name><surname>Xue</surname> <given-names>M</given-names></name> <name><surname>Chen</surname> <given-names>QY</given-names></name> <name><surname>Liu</surname> <given-names>RH</given-names></name> <name><surname>Lu</surname> <given-names>JS</given-names></name> <etal/></person-group>. <article-title>Oxytocin in the anterior cingulate cortex attenuates neuropathic pain and emotional anxiety by inhibiting presynaptic long-term potentiation</article-title>. <source>Cell Rep</source>. (<year>2021</year>) <volume>36</volume>:<fpage>109411</fpage>. <pub-id pub-id-type="doi">10.1016/j.celrep.2021.109411</pub-id><pub-id pub-id-type="pmid">34289348</pub-id></citation></ref>
<ref id="B22">
<label>22.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sorrentino</surname> <given-names>F</given-names></name> <name><surname>Petito</surname> <given-names>A</given-names></name> <name><surname>Angioni</surname> <given-names>S</given-names></name> <name><surname>D&#x00027;Antonio</surname> <given-names>F</given-names></name> <name><surname>Severo</surname> <given-names>M</given-names></name> <name><surname>Solazzo</surname> <given-names>MC</given-names></name> <etal/></person-group>. <article-title>Impact of anxiety levels on the perception of pain in patients undergoing office hysteroscopy</article-title>. <source>Arch Gynecol Obstet</source>. (<year>2021</year>) <volume>303</volume>:<fpage>999</fpage>&#x02013;<lpage>07</lpage>. <pub-id pub-id-type="doi">10.1007/s00404-020-05885-9</pub-id><pub-id pub-id-type="pmid">33211175</pub-id></citation></ref>
<ref id="B23">
<label>23.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eccles</surname> <given-names>JA</given-names></name> <name><surname>Davies</surname> <given-names>KA</given-names></name></person-group>. <article-title>The challenges of chronic pain and fatigue</article-title>. <source>Clin Med</source>. (<year>2021</year>) <volume>21</volume>:<fpage>19</fpage>. <pub-id pub-id-type="doi">10.7861/clinmed.2020-1009</pub-id><pub-id pub-id-type="pmid">33479064</pub-id></citation></ref>
<ref id="B24">
<label>24.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Longoria</surname> <given-names>JN</given-names></name> <name><surname>Pugh</surname> <given-names>NL</given-names></name> <name><surname>Gordeuk</surname> <given-names>V</given-names></name> <name><surname>Hsu</surname> <given-names>LL</given-names></name> <name><surname>Treadwell</surname> <given-names>M</given-names></name> <name><surname>King</surname> <given-names>AA</given-names></name> <etal/></person-group>. <article-title>Patient-reported neurocognitive symptoms influence instrumental activities of daily living in sickle cell disease</article-title>. <source>Am J Hematol</source>. (<year>2021</year>) <volume>96</volume>:<fpage>1396</fpage>&#x02013;<lpage>406</lpage>. <pub-id pub-id-type="doi">10.1002/ajh.26315</pub-id><pub-id pub-id-type="pmid">34350622</pub-id></citation></ref>
<ref id="B25">
<label>25.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tomlinson</surname> <given-names>RM</given-names></name> <name><surname>Bax</surname> <given-names>KC</given-names></name> <name><surname>Ashok</surname> <given-names>D</given-names></name> <name><surname>McMurtry</surname> <given-names>CM</given-names></name></person-group>. <article-title>Health-related quality of life in youth with abdominal pain: an examination of optimism and pain self-efficacy</article-title>. <source>J Psychosom Res</source>. (<year>2021</year>) <volume>147</volume>:<fpage>110531</fpage>. <pub-id pub-id-type="doi">10.1016/j.jpsychores.2021.110531</pub-id><pub-id pub-id-type="pmid">34082155</pub-id></citation></ref>
<ref id="B26">
<label>26.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aviram</surname> <given-names>J</given-names></name> <name><surname>Lewitus</surname> <given-names>GM</given-names></name> <name><surname>Vysotski</surname> <given-names>Y</given-names></name> <name><surname>Yellin</surname> <given-names>B</given-names></name> <name><surname>Berman</surname> <given-names>P</given-names></name> <name><surname>Shapira</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>Prolonged medical cannabis treatment is associated with quality of life improvement and reduction of analgesic medication consumption in chronic pain patients</article-title>. <source>Front Pharmacol</source>. (<year>2021</year>) <volume>12</volume>:<fpage>1199</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2021.613805</pub-id><pub-id pub-id-type="pmid">34093173</pub-id></citation></ref>
<ref id="B27">
<label>27.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Nahman-Averbuch</surname> <given-names>H</given-names></name> <name><surname>Hughes</surname> <given-names>C</given-names></name> <name><surname>Hoeppli</surname> <given-names>ME</given-names></name> <name><surname>White</surname> <given-names>K</given-names></name> <name><surname>Peugh</surname> <given-names>J</given-names></name> <name><surname>Leon</surname> <given-names>E</given-names></name> <etal/></person-group>. <article-title>Communication of pain intensity and unpleasantness through magnitude ratings: influence of scale type, but not sex of the participant</article-title>. <source>medRxiv</source>. (<year>2021</year>) <pub-id pub-id-type="doi">10.1101/2021.06.24.21259433</pub-id></citation>
</ref>
<ref id="B28">
<label>28.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>K&#x000F6;nning</surname> <given-names>A</given-names></name> <name><surname>Rosenthal</surname> <given-names>N</given-names></name> <name><surname>Brown</surname> <given-names>D</given-names></name> <name><surname>Stahlschmidt</surname> <given-names>L</given-names></name> <name><surname>Wager</surname> <given-names>J</given-names></name></person-group>. <article-title>Severity of chronic pain in german adolescent school students: a cross-sectional study</article-title>. <source>Clin J Pain</source>. (<year>2021</year>) <volume>37</volume>:<fpage>118</fpage>&#x02013;<lpage>25</lpage>. <pub-id pub-id-type="doi">10.1097/AJP.0000000000000898</pub-id><pub-id pub-id-type="pmid">33165023</pub-id></citation></ref>
<ref id="B29">
<label>29.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ali</surname> <given-names>SM</given-names></name> <name><surname>Lau</surname> <given-names>WJ</given-names></name> <name><surname>McBeth</surname> <given-names>J</given-names></name> <name><surname>Dixon</surname> <given-names>WG</given-names></name> <name><surname>van der Veer</surname> <given-names>SN</given-names></name></person-group>. <article-title>Digital manikins to self-report pain on a smartphone: a systematic review of mobile apps</article-title>. <source>Eur J Pain</source>. (<year>2021</year>) <volume>25</volume>:<fpage>327</fpage>&#x02013;<lpage>38</lpage>. <pub-id pub-id-type="doi">10.1002/ejp.1688</pub-id><pub-id pub-id-type="pmid">33113241</pub-id></citation></ref>
<ref id="B30">
<label>30.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname> <given-names>HJ</given-names></name> <name><surname>Cho</surname> <given-names>Y</given-names></name> <name><surname>Joo</surname> <given-names>H</given-names></name> <name><surname>Jeon</surname> <given-names>JY</given-names></name> <name><surname>Jang</surname> <given-names>YE</given-names></name> <name><surname>Kim</surname> <given-names>JT</given-names></name></person-group>. <article-title>Comparative study of verbal rating scale and numerical rating scale to assess postoperative pain intensity in the post anesthesia care unit: a prospective observational cohort study</article-title>. <source>Medicine</source>. (<year>2021</year>) <volume>100</volume>:<fpage>e24314</fpage>. <pub-id pub-id-type="doi">10.1097/MD.0000000000024314</pub-id><pub-id pub-id-type="pmid">33578527</pub-id></citation></ref>
<ref id="B31">
<label>31.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shrestha</surname> <given-names>D</given-names></name> <name><surname>Shrestha</surname> <given-names>R</given-names></name> <name><surname>Grotle</surname> <given-names>M</given-names></name> <name><surname>Nygaard</surname> <given-names>&#x000D8;P</given-names></name> <name><surname>Solberg</surname> <given-names>TK</given-names></name></person-group>. <article-title>Validation of the nepali versions of the neck disability index and the numerical rating scale for neck pain</article-title>. <source>Spine</source>. (<year>2021</year>) <volume>46</volume>:<fpage>E325</fpage>. <pub-id pub-id-type="doi">10.1097/BRS.0000000000003810</pub-id><pub-id pub-id-type="pmid">33181772</pub-id></citation></ref>
<ref id="B32">
<label>32.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Crellin</surname> <given-names>DJ</given-names></name> <name><surname>Harrison</surname> <given-names>D</given-names></name> <name><surname>Santamaria</surname> <given-names>N</given-names></name> <name><surname>Huque</surname> <given-names>H</given-names></name> <name><surname>Babl</surname> <given-names>FE</given-names></name></person-group>. <article-title>The psychometric properties of the visual analogue scale applied by an observer to assess procedural pain in infants and young children: an observational study</article-title>. <source>J Pediatr Nurs</source>. (<year>2021</year>) <volume>59</volume>:<fpage>89</fpage>&#x02013;<lpage>95</lpage>. <pub-id pub-id-type="doi">10.1016/j.pedn.2021.01.018</pub-id><pub-id pub-id-type="pmid">33561663</pub-id></citation></ref>
<ref id="B33">
<label>33.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alizadeh</surname> <given-names>Z</given-names></name> <name><surname>Paymard</surname> <given-names>A</given-names></name> <name><surname>Khalili</surname> <given-names>A</given-names></name> <name><surname>Hejr</surname> <given-names>H</given-names></name></person-group>. <article-title>A systematic review of pain assessment method in children</article-title>. <source>Ann Trop Med Public Health</source>. (<year>2017</year>) <volume>10</volume>:<fpage>847</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.4103/ATMPH.ATMPH_155_17</pub-id></citation>
</ref>
<ref id="B34">
<label>34.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Balparda</surname> <given-names>K</given-names></name> <name><surname>Herrera-Chalarca</surname> <given-names>T</given-names></name> <name><surname>Cano-Bustamante</surname> <given-names>M</given-names></name> <name><surname>G&#x000F3;mez-Gonz&#x000E1;lez</surname> <given-names>T</given-names></name> <name><surname>Nicholls-Molina</surname> <given-names>MA</given-names></name></person-group>. <article-title>Rasch development and validation of a new faces scale for measuring pain, and its comparison with a gold standard: the Balparda-Herrera Pain Scale</article-title>. <source>Pain Manag</source>. (<year>2021</year>) <volume>11</volume>:<fpage>689</fpage>&#x02013;<lpage>703</lpage>. <pub-id pub-id-type="doi">10.2217/pmt-2021-0005</pub-id><pub-id pub-id-type="pmid">34102869</pub-id></citation></ref>
<ref id="B35">
<label>35.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tracey</surname> <given-names>I</given-names></name> <name><surname>Woolf</surname> <given-names>CJ</given-names></name> <name><surname>Andrews</surname> <given-names>NA</given-names></name></person-group>. <article-title>Composite pain biomarker signatures for objective assessment and effective treatment</article-title>. <source>Neuron</source>. (<year>2019</year>) <volume>101</volume>:<fpage>783</fpage>&#x02013;<lpage>800</lpage>. <pub-id pub-id-type="doi">10.1016/j.neuron.2019.02.019</pub-id><pub-id pub-id-type="pmid">30844399</pub-id></citation></ref>
<ref id="B36">
<label>36.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Werner</surname> <given-names>P</given-names></name> <name><surname>Lopez-Martinez</surname> <given-names>D</given-names></name> <name><surname>Walter</surname> <given-names>S</given-names></name> <name><surname>Al-Hamadi</surname> <given-names>A</given-names></name> <name><surname>Gruss</surname> <given-names>S</given-names></name> <name><surname>Picard</surname> <given-names>R</given-names></name></person-group>. <article-title>Automatic recognition methods supporting pain assessment: a survey</article-title>. <source>IEEE Trans Affect Comput</source>. (<year>2019</year>) p. <fpage>1</fpage>&#x02013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1109/TAFFC.2019.2946774</pub-id><pub-id pub-id-type="pmid">27295638</pub-id></citation></ref>
<ref id="B37">
<label>37.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>X</given-names></name> <name><surname>Huang</surname> <given-names>Y</given-names></name></person-group>. <article-title>Objective pain assessment: a key for the management of chronic pain</article-title>. <source>F1000Research</source>. (<year>2020</year>) <volume>9</volume>:<fpage>1</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.12688/f1000research.20441.1</pub-id><pub-id pub-id-type="pmid">32047606</pub-id></citation></ref>
<ref id="B38">
<label>38.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Louwerse</surname> <given-names>MD</given-names></name> <name><surname>Hehenkamp</surname> <given-names>WJ</given-names></name> <name><surname>van Kesteren</surname> <given-names>PJ</given-names></name> <name><surname>Lissenberg</surname> <given-names>BI</given-names></name> <name><surname>Br&#x000F6;lmann</surname> <given-names>HA</given-names></name> <name><surname>Huirne</surname> <given-names>JA</given-names></name></person-group>. <article-title>Electronic continuous pain measurement vs verbal rating scale in gynaecology: a prospective cohort study</article-title>. <source>Eur J Obstetr Gynecol Reprod Biol</source>. (<year>2021</year>) <volume>256</volume>:<fpage>263</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1016/j.ejogrb.2020.11.012</pub-id><pub-id pub-id-type="pmid">33254087</pub-id></citation></ref>
<ref id="B39">
<label>39.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lautenbacher</surname> <given-names>S</given-names></name> <name><surname>Sampson</surname> <given-names>EL</given-names></name> <name><surname>P&#x000E4;hl</surname> <given-names>S</given-names></name> <name><surname>Kunz</surname> <given-names>M</given-names></name></person-group>. <article-title>Which facial descriptors do care home nurses use to infer whether a person with dementia is in pain?</article-title> <source>Pain Med</source>. (<year>2017</year>) <volume>18</volume>:<fpage>2105</fpage>&#x02013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1093/pm/pnw281</pub-id><pub-id pub-id-type="pmid">28034977</pub-id></citation></ref>
<ref id="B40">
<label>40.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Desai</surname> <given-names>A</given-names></name> <name><surname>Aucott</surname> <given-names>S</given-names></name> <name><surname>Frank</surname> <given-names>K</given-names></name> <name><surname>Silbert-Flagg</surname> <given-names>J</given-names></name></person-group>. <article-title>Comparing N-PASS and NIPS: improving pain measurement in the neonate</article-title>. <source>Advances in Neonatal Care</source>. (<year>2018</year>) <volume>18</volume>:<fpage>260</fpage>&#x02013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1097/ANC.0000000000000521</pub-id><pub-id pub-id-type="pmid">30020162</pub-id></citation></ref>
<ref id="B41">
<label>41.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Beltramini</surname> <given-names>A</given-names></name> <name><surname>Milojevic</surname> <given-names>K</given-names></name> <name><surname>Pateron</surname> <given-names>D</given-names></name></person-group>. <article-title>Pain assessment in newborns, infants, and children</article-title>. <source>Pediatr Ann</source>. (<year>2017</year>) <volume>46</volume>:<fpage>e387</fpage>&#x02013;<lpage>95</lpage>. <pub-id pub-id-type="doi">10.3928/19382359-20170921-03</pub-id><pub-id pub-id-type="pmid">29019634</pub-id></citation></ref>
<ref id="B42">
<label>42.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ruest</surname> <given-names>M</given-names></name> <name><surname>Bourque</surname> <given-names>M</given-names></name> <name><surname>Laroche</surname> <given-names>S</given-names></name> <name><surname>Harvey</surname> <given-names>MP</given-names></name> <name><surname>Martel</surname> <given-names>M</given-names></name> <name><surname>Bergeron-V&#x000E9;zina</surname> <given-names>K</given-names></name> <etal/></person-group>. <article-title>Can we quickly and thoroughly assess pain with the PACSLAC-II? A convergent validity study in long-term care residents suffering from dementia</article-title>. <source>Pain Manag Nurs</source>. (<year>2017</year>) <volume>18</volume>:<fpage>410</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1016/j.pmn.2017.05.009</pub-id><pub-id pub-id-type="pmid">28843635</pub-id></citation></ref>
<ref id="B43">
<label>43.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rostad</surname> <given-names>HM</given-names></name> <name><surname>Utne</surname> <given-names>I</given-names></name> <name><surname>Grov</surname> <given-names>EK</given-names></name> <name><surname>Puts</surname> <given-names>M</given-names></name> <name><surname>Halvorsrud</surname> <given-names>L</given-names></name></person-group>. <article-title>Measurement properties, feasibility and clinical utility of the Doloplus-2 pain scale in older adults with cognitive impairment: a systematic review</article-title>. <source>BMC Geriatr</source>. (<year>2017</year>) <volume>17</volume>:<fpage>257</fpage>. <pub-id pub-id-type="doi">10.1186/s12877-017-0643-9</pub-id><pub-id pub-id-type="pmid">29096611</pub-id></citation></ref>
<ref id="B44">
<label>44.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fry</surname> <given-names>M</given-names></name> <name><surname>Elliott</surname> <given-names>R</given-names></name></person-group>. <article-title>Pragmatic evaluation of an observational pain assessment scale in the emergency department: the pain assessment in advanced dementia (PAINAD) scale</article-title>. <source>Australas Emerg Care</source>. (<year>2018</year>) <volume>21</volume>:<fpage>131</fpage>&#x02013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1016/j.auec.2018.09.001</pub-id><pub-id pub-id-type="pmid">30998888</pub-id></citation></ref>
<ref id="B45">
<label>45.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rijkenberg</surname> <given-names>S</given-names></name> <name><surname>Stilma</surname> <given-names>W</given-names></name> <name><surname>Bosman</surname> <given-names>RJ</given-names></name> <name><surname>van der Meer</surname> <given-names>NJ</given-names></name> <name><surname>van der Voort</surname> <given-names>PH</given-names></name></person-group>. <article-title>Pain measurement in mechanically ventilated patients after cardiac surgery: comparison of the behavioral pain scale (bps) and the critical-care pain observation tool (CPOT)</article-title>. <source>J Cardiothorac Vasc Anesth</source>. (<year>2017</year>) <volume>31</volume>:<fpage>1227</fpage>&#x02013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1053/j.jvca.2017.03.013</pub-id><pub-id pub-id-type="pmid">28800982</pub-id></citation></ref>
<ref id="B46">
<label>46.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dale</surname> <given-names>CM</given-names></name> <name><surname>Prendergast</surname> <given-names>V</given-names></name> <name><surname>G&#x000E9;linas</surname> <given-names>C</given-names></name> <name><surname>Rose</surname> <given-names>L</given-names></name></person-group>. <article-title>Validation of the critical-care pain observation tool (CPOT) for the detection of oral-pharyngeal pain in critically ill adults</article-title>. <source>J Crit Care</source>. (<year>2018</year>) <volume>48</volume>:<fpage>334</fpage>&#x02013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1016/j.jcrc.2018.09.024</pub-id><pub-id pub-id-type="pmid">30286403</pub-id></citation></ref>
<ref id="B47">
<label>47.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Delwel</surname> <given-names>S</given-names></name> <name><surname>Perez</surname> <given-names>RS</given-names></name> <name><surname>Maier</surname> <given-names>AB</given-names></name> <name><surname>Hertogh</surname> <given-names>CM</given-names></name> <name><surname>de Vet</surname> <given-names>HC</given-names></name> <name><surname>Lobbezoo</surname> <given-names>F</given-names></name> <etal/></person-group>. <article-title>Psychometric evaluation of the orofacial pain scale for non-verbal individuals as a screening tool for orofacial pain in people with dementia</article-title>. <source>Gerodontology</source>. (<year>2018</year>) <volume>35</volume>:<fpage>200</fpage>&#x02013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1111/ger.12339</pub-id><pub-id pub-id-type="pmid">29707824</pub-id></citation></ref>
<ref id="B48">
<label>48.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Afrasiabi</surname> <given-names>S</given-names></name> <name><surname>Boostani</surname> <given-names>R</given-names></name> <name><surname>Masnadi-Shirazi</surname> <given-names>MA</given-names></name> <name><surname>Nezam</surname> <given-names>T</given-names></name></person-group>. <article-title>An EEG based hierarchical classification strategy to differentiate five intensities of pain</article-title>. <source>Expert Syst Appl</source>. (<year>2021</year>) <volume>180</volume>:<fpage>115010</fpage>. <pub-id pub-id-type="doi">10.1016/j.eswa.2021.115010</pub-id></citation>
</ref>
<ref id="B49">
<label>49.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chang</surname> <given-names>W</given-names></name> <name><surname>Wang</surname> <given-names>H</given-names></name> <name><surname>Yan</surname> <given-names>G</given-names></name> <name><surname>Lu</surname> <given-names>Z</given-names></name> <name><surname>Liu</surname> <given-names>C</given-names></name> <name><surname>Hua</surname> <given-names>C</given-names></name></person-group>. <article-title>EEG based functional connectivity analysis of human pain empathy towards humans and robots</article-title>. <source>Neuropsychologia</source>. (<year>2021</year>) <volume>151</volume>:<fpage>107695</fpage>. <pub-id pub-id-type="doi">10.1016/j.neuropsychologia.2020.107695</pub-id><pub-id pub-id-type="pmid">33245968</pub-id></citation></ref>
<ref id="B50">
<label>50.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Witjes</surname> <given-names>B</given-names></name> <name><surname>Baillet</surname> <given-names>S</given-names></name> <name><surname>Roy</surname> <given-names>M</given-names></name> <name><surname>Oostenveld</surname> <given-names>R</given-names></name> <name><surname>Huygen</surname> <given-names>FJ</given-names></name> <name><surname>de Vos</surname> <given-names>CC</given-names></name></person-group>. <article-title>Magnetoencephalography reveals increased slow-to-fast alpha power ratios in patients with chronic pain</article-title>. <source>Pain reports</source>. (<year>2021</year>) <volume>6</volume>:<fpage>e928</fpage>. <pub-id pub-id-type="doi">10.1097/PR9.0000000000000928</pub-id><pub-id pub-id-type="pmid">34104837</pub-id></citation></ref>
<ref id="B51">
<label>51.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>T&#x000E9;treault</surname> <given-names>P</given-names></name> <name><surname>Mansour</surname> <given-names>A</given-names></name> <name><surname>Vachon-Presseau</surname> <given-names>E</given-names></name> <name><surname>Schnitzer</surname> <given-names>TJ</given-names></name> <name><surname>Apkarian</surname> <given-names>AV</given-names></name> <name><surname>Baliki</surname> <given-names>MN</given-names></name></person-group>. <article-title>Brain connectivity predicts placebo response across chronic pain clinical trials</article-title>. <source>PLoS Biol</source>. (<year>2016</year>) <volume>14</volume>:<fpage>e1002570</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pbio.1002570</pub-id><pub-id pub-id-type="pmid">27788130</pub-id></citation></ref>
<ref id="B52">
<label>52.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Reddan</surname> <given-names>MC</given-names></name> <name><surname>Wager</surname> <given-names>TD</given-names></name></person-group>. <article-title>Modeling pain using fMRI: from regions to biomarkers</article-title>. <source>Neurosci Bull</source>. (<year>2018</year>) <volume>34</volume>:<fpage>208</fpage>&#x02013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1007/s12264-017-0150-1</pub-id><pub-id pub-id-type="pmid">28646349</pub-id></citation></ref>
<ref id="B53">
<label>53.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Davis</surname> <given-names>KD</given-names></name> <name><surname>Aghaeepour</surname> <given-names>N</given-names></name> <name><surname>Ahn</surname> <given-names>AH</given-names></name> <name><surname>Angst</surname> <given-names>MS</given-names></name> <name><surname>Borsook</surname> <given-names>D</given-names></name> <name><surname>Brenton</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>Discovery and validation of biomarkers to aid the development of safe and effective pain therapeutics: challenges and opportunities</article-title>. <source>Nat Rev Neurol</source>. (<year>2020</year>) <volume>16</volume>:<fpage>381</fpage>&#x02013;<lpage>400</lpage>. <pub-id pub-id-type="doi">10.1038/s41582-020-0362-2</pub-id><pub-id pub-id-type="pmid">32541893</pub-id></citation></ref>
<ref id="B54">
<label>54.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pathak</surname> <given-names>YJ</given-names></name> <name><surname>Greenleaf</surname> <given-names>W</given-names></name> <name><surname>Verhagen Metman</surname> <given-names>L</given-names></name> <name><surname>Kubben</surname> <given-names>P</given-names></name> <name><surname>Sarma</surname> <given-names>S</given-names></name> <name><surname>Pepin</surname> <given-names>B</given-names></name> <etal/></person-group>. <article-title>Digital health integration with neuromodulation therapies: the future of patient-centric innovation in neuromodulation</article-title>. <source>Front Digit Health</source>. (<year>2021</year>) <volume>3</volume>:<fpage>618959</fpage>. <pub-id pub-id-type="doi">10.3389/fdgth.2021.618959</pub-id><pub-id pub-id-type="pmid">34713096</pub-id></citation></ref>
<ref id="B55">
<label>55.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>de C Williams</surname> <given-names>AC</given-names></name> <name><surname>Fisher</surname> <given-names>E</given-names></name> <name><surname>Hearn</surname> <given-names>L</given-names></name> <name><surname>Eccleston</surname> <given-names>C</given-names></name></person-group>. <article-title>Psychological therapies for the management of chronic pain (excluding headache) in adults</article-title>. <source>Cochrane Database Syst Rev</source>. (<year>2020</year>) <volume>11</volume>:<fpage>CD007407</fpage>. <pub-id pub-id-type="doi">10.1002/14651858.CD007407.pub4</pub-id><pub-id pub-id-type="pmid">32794606</pub-id></citation></ref>
<ref id="B56">
<label>56.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Darnall</surname> <given-names>BD</given-names></name></person-group>. <source>Psychological Treatment for Patients With Chronic Pain</source>. <publisher-loc>Washington, USA</publisher-loc>: <publisher-name>American Psychological Association</publisher-name> (<year>2019</year>).</citation>
</ref>
<ref id="B57">
<label>57.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Martel</surname> <given-names>MO</given-names></name> <name><surname>Bruneau</surname> <given-names>A</given-names></name> <name><surname>Edwards</surname> <given-names>RR</given-names></name></person-group>. <article-title>Mind-body approaches targeting the psychological aspects of opioid use problems in patients with chronic pain: evidence and opportunities</article-title>. <source>Transl Res</source>. (<year>2021</year>) <volume>234</volume>:<fpage>114</fpage>&#x02013;<lpage>28</lpage>. <pub-id pub-id-type="doi">10.1016/j.trsl.2021.02.013</pub-id><pub-id pub-id-type="pmid">33676035</pub-id></citation></ref>
<ref id="B58">
<label>58.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zambelli</surname> <given-names>Z</given-names></name> <name><surname>Halstead</surname> <given-names>EJ</given-names></name> <name><surname>Fidalgo</surname> <given-names>AR</given-names></name> <name><surname>Dimitriou</surname> <given-names>D</given-names></name></person-group>. <article-title>Good sleep quality improves the relationship between pain and depression among individuals with chronic pain</article-title>. <source>Front Psychol</source>. (<year>2021</year>) <volume>12</volume>:<fpage>1555</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2021.668930</pub-id><pub-id pub-id-type="pmid">34025533</pub-id></citation></ref>
<ref id="B59">
<label>59.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bandak</surname> <given-names>E</given-names></name> <name><surname>Boesen</surname> <given-names>M</given-names></name> <name><surname>Bliddal</surname> <given-names>H</given-names></name> <name><surname>Daugaard</surname> <given-names>C</given-names></name> <name><surname>Hangaard</surname> <given-names>S</given-names></name> <name><surname>Bartholdy</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>The effect of exercise therapy on inflammatory activity assessed by MRI in knee osteoarthritis: secondary outcomes from a randomized controlled trial</article-title>. <source>Knee</source>. (<year>2021</year>) <volume>28</volume>:<fpage>256</fpage>&#x02013;<lpage>65</lpage>. <pub-id pub-id-type="doi">10.1016/j.knee.2020.12.022</pub-id><pub-id pub-id-type="pmid">33453514</pub-id></citation></ref>
<ref id="B60">
<label>60.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Badawy</surname> <given-names>SM</given-names></name> <name><surname>Abebe</surname> <given-names>KZ</given-names></name> <name><surname>Reichman</surname> <given-names>CA</given-names></name> <name><surname>Checo</surname> <given-names>G</given-names></name> <name><surname>Hamm</surname> <given-names>ME</given-names></name> <name><surname>Stinson</surname> <given-names>J</given-names></name> <etal/></person-group>. <article-title>Comparing the effectiveness of education versus digital cognitive behavioral therapy for adults with sickle cell disease: protocol for the cognitive behavioral therapy and real-time pain management intervention for sickle cell via mobile applications (CaR</article-title>. <source>JMIR Res Protoc</source>. (<year>2021</year>) <volume>10</volume>:<fpage>e29014</fpage>. <pub-id pub-id-type="doi">10.2196/29014</pub-id><pub-id pub-id-type="pmid">33988517</pub-id></citation></ref>
<ref id="B61">
<label>61.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>McGeary</surname> <given-names>D</given-names></name> <name><surname>McGeary</surname> <given-names>C</given-names></name></person-group>. <article-title>Telerehabilitation for headache management</article-title>. <source>Phys Med Rehabil Clin</source>. (<year>2021</year>) <volume>32</volume>:<fpage>373</fpage>&#x02013;<lpage>91</lpage>. <pub-id pub-id-type="doi">10.1016/j.pmr.2021.01.005</pub-id><pub-id pub-id-type="pmid">33814063</pub-id></citation></ref>
<ref id="B62">
<label>62.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arg&#x000FC;ello</surname> <given-names>Prada EJ</given-names></name></person-group>. <article-title>The internet of things (IoT) in pain assessment and management: an overview</article-title>. <source>Inform Med Unlocked</source>. (<year>2020</year>) <volume>18</volume>:<fpage>100298</fpage>. <pub-id pub-id-type="doi">10.1016/j.imu.2020.100298</pub-id></citation>
</ref>
<ref id="B63">
<label>63.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hauser-Ulrich</surname> <given-names>S</given-names></name> <name><surname>K&#x000FC;nzli</surname> <given-names>H</given-names></name> <name><surname>Meier-Peterhans</surname> <given-names>D</given-names></name> <name><surname>Kowatsch</surname> <given-names>T</given-names></name></person-group>. <article-title>A smartphone-based health care chatbot to promote self-management of chronic pain (SELMA): pilot randomized controlled trial</article-title>. <source>JMIR mHealth uHealth</source>. (<year>2020</year>) <volume>8</volume>:<fpage>e15806</fpage>. <pub-id pub-id-type="doi">10.2196/15806</pub-id><pub-id pub-id-type="pmid">32242820</pub-id></citation></ref>
<ref id="B64">
<label>64.</label>
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Belfin</surname> <given-names>R</given-names></name> <name><surname>Shobana</surname> <given-names>A</given-names></name> <name><surname>Manilal</surname> <given-names>M</given-names></name> <name><surname>Mathew</surname> <given-names>AA</given-names></name> <name><surname>Babu</surname> <given-names>B</given-names></name></person-group>. <article-title>A graph based chatbot for cancer patients</article-title>. In: <source>2019 5th International Conference on Advanced Computing</source> &#x00026; <italic>Communication Systems (ICACCS)</italic>. Coimbatore: IEEE(<year>2019</year>). p. <fpage>717</fpage>&#x02013;<lpage>21</lpage>.</citation>
</ref>
<ref id="B65">
<label>65.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mesk&#x000F3;</surname> <given-names>B</given-names></name> <name><surname>G&#x000F6;r&#x000F6;g</surname> <given-names>M</given-names></name></person-group>. <article-title>A short guide for medical professionals in the era of artificial intelligence</article-title>. <source>npj Digit Med</source>. (<year>2020</year>) <volume>3</volume>:<fpage>126</fpage>. <pub-id pub-id-type="doi">10.1038/s41746-020-00333-z</pub-id><pub-id pub-id-type="pmid">34556791</pub-id></citation></ref>
<ref id="B66">
<label>66.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Panaggio</surname> <given-names>MJ</given-names></name> <name><surname>Abrams</surname> <given-names>DM</given-names></name> <name><surname>Yang</surname> <given-names>F</given-names></name> <name><surname>Banerjee</surname> <given-names>T</given-names></name> <name><surname>Shah</surname> <given-names>NR</given-names></name></person-group>. <article-title>Can subjective pain be inferred from objective physiological data? Evidence from patients with sickle cell disease</article-title>. <source>PLoS Comput Biol</source>. (<year>2021</year>) <volume>17</volume>:<fpage>e1008542</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pcbi.1008542</pub-id><pub-id pub-id-type="pmid">33705373</pub-id></citation></ref>
<ref id="B67">
<label>67.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Logan</surname> <given-names>DE</given-names></name> <name><surname>Simons</surname> <given-names>LE</given-names></name> <name><surname>Caruso</surname> <given-names>TJ</given-names></name> <name><surname>Gold</surname> <given-names>JI</given-names></name> <name><surname>Greenleaf</surname> <given-names>W</given-names></name> <name><surname>Griffin</surname> <given-names>A</given-names></name> <etal/></person-group>. <article-title>Leveraging virtual reality and augmented reality to combat chronic pain in youth: position paper from the interdisciplinary network on virtual and augmented technologies for pain management</article-title>. <source>J Med Internet Res</source>. (<year>2021</year>) <volume>23</volume>:<fpage>e25916</fpage>. <pub-id pub-id-type="doi">10.2196/25916</pub-id><pub-id pub-id-type="pmid">33667177</pub-id></citation></ref>
<ref id="B68">
<label>68.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Haisley</surname> <given-names>KR</given-names></name> <name><surname>Straw</surname> <given-names>OJ</given-names></name> <name><surname>M&#x000FC;ller</surname> <given-names>DT</given-names></name> <name><surname>Antiporda</surname> <given-names>MA</given-names></name> <name><surname>Zihni</surname> <given-names>AM</given-names></name> <name><surname>Reavis</surname> <given-names>KM</given-names></name> <etal/></person-group>. <article-title>Feasibility of implementing a virtual reality program as an adjuvant tool for peri-operative pain control; results of a randomized controlled trial in minimally invasive foregut surgery</article-title>. <source>Complement Ther Med</source>. (<year>2020</year>) <volume>49</volume>:<fpage>102356</fpage>. <pub-id pub-id-type="doi">10.1016/j.ctim.2020.102356</pub-id><pub-id pub-id-type="pmid">32147069</pub-id></citation></ref>
<ref id="B69">
<label>69.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Su</surname> <given-names>Q</given-names></name> <name><surname>Song</surname> <given-names>Y</given-names></name> <name><surname>Zhao</surname> <given-names>R</given-names></name> <name><surname>Liang</surname> <given-names>M</given-names></name></person-group>. <article-title>A review on the ongoing quest for a pain signature in the human brain</article-title>. <source>Brain Sci Adv</source>. (<year>2019</year>) <volume>5</volume>:<fpage>274</fpage>&#x02013;<lpage>87</lpage>. <pub-id pub-id-type="doi">10.26599/BSA.2019.9050024</pub-id></citation>
</ref>
<ref id="B70">
<label>70.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Woo</surname> <given-names>CW</given-names></name> <name><surname>Chang</surname> <given-names>LJ</given-names></name> <name><surname>Lindquist</surname> <given-names>MA</given-names></name> <name><surname>Wager</surname> <given-names>TD</given-names></name></person-group>. <article-title>Building better biomarkers: brain models in translational neuroimaging</article-title>. <source>Nat Neurosci</source>. (<year>2017</year>) <volume>20</volume>:<fpage>365</fpage>&#x02013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1038/nn.4478</pub-id><pub-id pub-id-type="pmid">28230847</pub-id></citation></ref>
<ref id="B71">
<label>71.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>van der Miesen</surname> <given-names>MM</given-names></name> <name><surname>Lindquist</surname> <given-names>MA</given-names></name> <name><surname>Wager</surname> <given-names>TD</given-names></name></person-group>. <article-title>Neuroimaging-based biomarkers for pain: state of the field and current directions</article-title>. <source>PAIN Rep</source>. (<year>2019</year>) <volume>4</volume>:<fpage>e751</fpage>. <pub-id pub-id-type="doi">10.1097/PR9.0000000000000751</pub-id><pub-id pub-id-type="pmid">31579847</pub-id></citation></ref>
<ref id="B72">
<label>72.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lamichhane</surname> <given-names>B</given-names></name> <name><surname>Jayasekera</surname> <given-names>D</given-names></name> <name><surname>Jakes</surname> <given-names>R</given-names></name> <name><surname>Glasser</surname> <given-names>MF</given-names></name> <name><surname>Zhang</surname> <given-names>J</given-names></name> <name><surname>Yang</surname> <given-names>C</given-names></name> <etal/></person-group>. <article-title>Multi-modal biomarkers of low back pain: a machine learning approach</article-title>. <source>Neuroimage Clin</source>. (<year>2021</year>) <volume>29</volume>:<fpage>102530</fpage>. <pub-id pub-id-type="doi">10.1016/j.nicl.2020.102530</pub-id><pub-id pub-id-type="pmid">33338968</pub-id></citation></ref>
</ref-list> 
</back>
</article> 