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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2017.00047</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>General Commentary</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Commentary: Snap-N-Send: A Valid and Reliable Method for Assessing the Energy Intake of Elite Adolescent Athletes</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Costello</surname> <given-names>Nessan</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="corresp" rid="cor1">&#x0002A;</xref>
<uri xlink:href="http://frontiersin.org/people/u/418032"/>
</contrib>
<contrib contrib-type="author">
<name><surname>McKenna</surname> <given-names>Jim</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/478908"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Deighton</surname> <given-names>Kevin</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/420529"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Jones</surname> <given-names>Ben</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://frontiersin.org/people/u/421892"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Carnegie Faculty, Institute for Sport, Physical Activity and Leisure, Leeds Beckett University</institution>, <addr-line>Leeds</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff2"><sup>2</sup><institution>Leeds Rhinos RLFC</institution>, <addr-line>Leeds</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff3"><sup>3</sup><institution>Yorkshire Carnegie</institution>, <addr-line>Leeds</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff4"><sup>4</sup><institution>The Rugby Football League</institution>, <addr-line>Leeds</addr-line>, <country>United Kingdom</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Nora L. Nock, Case Western Reserve University, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Ligia Araujo Martini, University of S&#x000E3;o Paulo, Brazil; Bruno Gualano, University of S&#x000E3;o Paolo, Brazil; Iain Stephen Pratt, Cancer Council Western Australia, Australia</p></fn>
<corresp content-type="corresp" id="cor1">&#x0002A;Correspondence: Nessan Costello, <email>n.costello&#x00040;leedsbeckett.ac.uk</email></corresp>
<fn fn-type="other" id="fn001"><p>Specialty section: This article was submitted to Sport and Exercise Nutrition, a section of the journal Frontiers in Nutrition</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>09</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>4</volume>
<elocation-id>47</elocation-id>
<history>
<date date-type="received">
<day>02</day>
<month>03</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>09</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Costello, McKenna, Deighton and Jones.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Costello, McKenna, Deighton and Jones</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>
<related-article id="RA1" related-article-type="commentary-article" journal-id="Eur J Sport Sci" journal-id-type="nlm-ta" vol="17" page="1044" xlink:href="28627289" ext-link-type="pubmed">A commentary on <article-title>Snap-N-Send: A Valid and Reliable Method for Assessing the Energy Intake of Elite Adolescent Athletes</article-title> by Costello N, Deighton K, Dyson J, Mckenna J, Jones B. Eur J Sport Sci (2017) 17:1044&#x02013;55. doi:<object-id>10.1080/17461391.2017.1337815</object-id></related-article>
<kwd-group>
<kwd>behavior change</kwd>
<kwd>behavior change wheel</kwd>
<kwd>dietary assessment</kwd>
<kwd>elite athletes</kwd>
<kwd>validity and reliability</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="21"/>
<page-count count="3"/>
<word-count count="1863"/>
</counts>
</article-meta>
</front>
<body>
<p>Diet is an ever-changing, poorly characterized, and multifaceted phenomenon. Consequently, traditional dietary assessment methods demonstrate considerable random intra- and interindividual day-to-day variation and systematic over- or underreporting bias [errors of reliability and validity; (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>)] across populations (<xref ref-type="bibr" rid="B3">3</xref>). Expressed practically, true assessments of energy intake are misrepresented by hundreds of calories per day (<xref ref-type="bibr" rid="B4">4</xref>), erroneously informing medical conclusions (<xref ref-type="bibr" rid="B5">5</xref>), media claims (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>), and national dietary guidelines (<xref ref-type="bibr" rid="B8">8</xref>). Ultimately, the enormous potential of nutrition research to drive national health, patient welfare, and public service (<xref ref-type="bibr" rid="B9">9</xref>) urgently necessitates and ethically obligates the valid assessment of diet within all dietetic output.</p>
<p>Technological advances have enabled development of a new generation of electronic dietary intake assessments (e-DIA), operating across several platforms [internet, sensor, mobile; (<xref ref-type="bibr" rid="B10">10</xref>)]. e-DIA support previously unachievable assessment ideologies, such as ecological momentary assessment [EMA; (<xref ref-type="bibr" rid="B11">11</xref>)], allowing for the rapid collection, management, and storage of dietary information as it occurs in the habitual environment of participants (<xref ref-type="bibr" rid="B12">12</xref>). Nonetheless, many objective e-DIA remain limited by their poor accessibility (i.e., expense) and inability to translate into actual dietary or energy intakes (<xref ref-type="bibr" rid="B10">10</xref>). Such methods require further development (<xref ref-type="bibr" rid="B10">10</xref>) and robust validation (<xref ref-type="bibr" rid="B13">13</xref>) before their measurement sensitivity can be confirmed. Alternatively, self-reported e-DIA are highly accessible, providing enhanced validity over traditional approaches (<xref ref-type="bibr" rid="B14">14</xref>). Nevertheless, such methods are still subject to the considerable measurement error that confounds traditional self-report dietary assessment; evidently, a new and improved approach is required.</p>
<p>In light of these limitations, we propose a novel behavioral approach within the valid assessment of diet. This approach recasts self-report dietary assessment as both potentially valid and reliable (<xref ref-type="bibr" rid="B9">9</xref>), allowing for possibly unique distinction between methodological and behavioral (<xref ref-type="bibr" rid="B15">15</xref>) measurement error. Methodological measurement error is inherent within the innate design of a dietary assessment tool. For example, the finite food items listed by a food frequency questionnaire (FFQ), the recall bias within memory-based assessment methods [M-BMs; (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>)], or &#x0201C;estimation&#x0201D; involved within an estimated food diary (<xref ref-type="bibr" rid="B16">16</xref>). Such dietary assessment tools cannot be absent of methodological measurement error even when completed correctly by a behaviorally adhered participant. Alternatively, behavioral measurement error emerges from poor participant &#x0201C;capability&#x0201D; and/or &#x0201C;motivation&#x0201D; (<xref ref-type="bibr" rid="B17">17</xref>) to complete any dietary assessment in exact accordance with the method design, for the entire recording period. For example, poor literacy skills might affect the &#x0201C;capability&#x0201D; of an individual to comprehend the questions within a FFQ, whereas, poor &#x0201C;motivation&#x0201D; might result in the completion of a weighed food diary <italic>via</italic> estimation, rather than actually weighing dietary consumption as designed (<xref ref-type="bibr" rid="B16">16</xref>). It is now clear that methodological measurement error is the sole focus of current dietary assessment critique (<xref ref-type="bibr" rid="B4">4</xref>), research (<xref ref-type="bibr" rid="B10">10</xref>), and design innovation (<xref ref-type="bibr" rid="B18">18</xref>). However, whereas methodological error can be attenuated by appropriate dietary assessment tool selection (<xref ref-type="bibr" rid="B19">19</xref>), behavioral error requires unique, and often over-looked, addressment.</p>
<p>Leading behavior change science, as summarized by the Behavior Change Wheel [BCW; (<xref ref-type="bibr" rid="B20">20</xref>)], can be used to define population-specific behavioral barriers to the accurate recording of diet; attenuating, if not entirely eradicating, behavioral measurement error. The Capability, Opportunity, Motivation&#x02014;Behavior model (COM-B) outlines how to effectively change the desired behavior, through nine intervention functions and seven categories of policy. The systematic, theoretical, and applied nature of the BCW, summarized into eight easy-to-understand implementation steps, makes it an outstanding and pragmatic choice to achieve valid dietary assessment. In this regard, we have recently validated a behavioral approach within a challenging population of elite adolescent athletes. Forty-seven behavior change techniques were identified and delivered across six intervention domains and five categories of policy to overdetermine correct and habitual adherence to real-time protocols (EMA) utilizing an innovative method [&#x0201C;Snap-N-Send&#x0201D;; (<xref ref-type="bibr" rid="B21">21</xref>)]. Findings strongly evidence the importance of deploying comprehensive behavior change science alongside innovative technology to secure improved adherence to real-time protocols and more valid self-reported dietary assessment.</p>
<p>Subsequently, a behavioral approach can be used to prevent complex biases, often accepted as innate (<xref ref-type="bibr" rid="B15">15</xref>) shortcomings within self-report dietary research. By ensuring, rather than assuming, that participants are both behaviorally &#x0201C;capable&#x0201D; and &#x0201C;motivated&#x0201D; to record what they consume, social desirability, and reactivity bias can be attenuated, if not completely prevented. Furthermore, a behavioral approach which confirms high participant adherence to real-time assessment protocols (EMA) can also attenuate, if not theoretically prevent, the extensive memory-based bias apparent within epidemiological research (<xref ref-type="bibr" rid="B6">6</xref>, <xref ref-type="bibr" rid="B7">7</xref>). Additionally, increased participant &#x0201C;capability&#x0201D; and/or &#x0201C;motivation&#x0201D; most likely explains why many innovative e-DIA now report improved validity and reliability (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B21">21</xref>) over traditional, often laborious self-report methods (<xref ref-type="bibr" rid="B16">16</xref>). Ultimately, further successful attenuation of measurement error within dietary assessment hinges upon effective deployment of primary behavior change science into the design and delivery of innovative or existing dietary intake assessment.</p>
<p>To conclude, diet is the product of dynamic behavioral and environmental exposure, which presents unique challenges for methodological design and valid assessment. Left unattended, this dynamism produces substantial methodological and behavioral measurement error, which undermines confidence in assessment outcomes. Although there have been improvements in the execution of dietary assessments (<xref ref-type="bibr" rid="B10">10</xref>), these have been insufficient to offset calls to abandon self-report assessment altogether (<xref ref-type="bibr" rid="B4">4</xref>). New eclectic models of behavior change (e.g., COM-B) are now available to guide the design of bespoke instruments that address behaviors that impede sustained accurate dietary reporting. This new scientific domain represents an original and effective approach to reduce and even prevent dietary assessment measurement error. Using this approach effectively, signals a paradigm shift in expectations for instrument design and implementation within the valid assessment of diet.</p>
<sec id="S1" sec-type="author-contributor">
<title>Author Contributions</title>
<p>All authors (NC, JM, KD, and BJ) were authors on the original publication which has been commented on (Snap-N-Send: A Valid and Reliable Method for Assessing the Energy Intake of Elite Adolescent Athletes). All authors have contributed substantially to this general commentary, in regards to the text and concept behind the argument.</p>
</sec>
<sec id="S2">
<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>
</sec>
</body>
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