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<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">PLoS ONE</journal-id>
<journal-id journal-id-type="publisher-id">plos</journal-id>
<journal-id journal-id-type="pmc">plosone</journal-id><journal-title-group>
<journal-title>PLoS ONE</journal-title></journal-title-group>
<issn pub-type="epub">1932-6203</issn>
<publisher>
<publisher-name>Public Library of Science</publisher-name>
<publisher-loc>San Francisco, USA</publisher-loc></publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">PONE-D-13-38690</article-id>
<article-id pub-id-type="doi">10.1371/journal.pone.0097834</article-id>
<article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Biology and life sciences</subject><subj-group><subject>Neuroscience</subject><subj-group><subject>Cognitive science</subject><subj-group><subject>Cognitive psychology</subject></subj-group></subj-group></subj-group><subj-group><subject>Physiology</subject><subj-group><subject>Physiological parameters</subject><subj-group><subject>Body weight</subject><subj-group><subject>Obesity</subject></subj-group></subj-group></subj-group></subj-group><subj-group><subject>Nutrition</subject></subj-group><subj-group><subject>Psychology</subject><subj-group><subject>Behavior</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Medicine and health sciences</subject><subj-group><subject>Epidemiology</subject></subj-group><subj-group><subject>Health care</subject><subj-group><subject>Health care policy</subject><subject>Socioeconomic aspects of health</subject></subj-group></subj-group><subj-group><subject>Mental health and psychiatry</subject></subj-group><subj-group><subject>Public and occupational health</subject><subj-group><subject>Behavioral and social aspects of health</subject></subj-group></subj-group></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Social sciences</subject></subj-group></article-categories>
<title-group>
<article-title>Weight-Loss Strategies Used by the General Population: How Are They Perceived?</article-title>
<alt-title alt-title-type="running-head">Weight Loss Strategies Perception</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Julia</surname><given-names>Chantal</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"><sup>*</sup></xref></contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Péneau</surname><given-names>Sandrine</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Andreeva</surname><given-names>Valentina A.</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Méjean</surname><given-names>Caroline</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Fezeu</surname><given-names>Léopold</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Galan</surname><given-names>Pilar</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Hercberg</surname><given-names>Serge</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="aff" rid="aff2"><sup>2</sup></xref></contrib>
</contrib-group>
<aff id="aff1"><label>1</label><addr-line>Paris 13 University, Sorbonne Paris Cité, Nutritional Epidemiology Research Team, Epidemiology and biostatistics Center, Cnam, Paris 5 University, Paris 7 University, Bobigny, France</addr-line></aff>
<aff id="aff2"><label>2</label><addr-line>Department of Public Health, Avicenne Hospital, Bobigny, France</addr-line></aff>
<contrib-group>
<contrib contrib-type="editor" xlink:type="simple"><name name-style="western"><surname>Smith</surname><given-names>Brenda</given-names></name>
<role>Editor</role>
<xref ref-type="aff" rid="edit1"/></contrib>
</contrib-group>
<aff id="edit1"><addr-line>Oklahoma State University, United States of America</addr-line></aff>
<author-notes>
<corresp id="cor1">* E-mail: <email xlink:type="simple">c.julia@uren.smbh.univ-paris13.fr</email></corresp>
<fn fn-type="conflict"><p>The authors have declared that no competing interests exist.</p></fn>
<fn fn-type="con"><p>Conceived and designed the experiments: CJ PG SH. Performed the experiments: CJ. Analyzed the data: CJ SP VA CM LF PG SH. Contributed reagents/materials/analysis tools: PG SH. Wrote the paper: CJ SP VA CM LF PG SH. Critically reviewed the manuscript: SP VA CM LF PG SH.</p></fn>
</author-notes>
<pub-date pub-type="collection"><year>2014</year></pub-date>
<pub-date pub-type="epub"><day>22</day><month>5</month><year>2014</year></pub-date>
<volume>9</volume>
<issue>5</issue>
<elocation-id>e97834</elocation-id>
<history>
<date date-type="received"><day>19</day><month>9</month><year>2013</year></date>
<date date-type="accepted"><day>25</day><month>4</month><year>2014</year></date>
</history>
<permissions>
<copyright-year>2014</copyright-year>
<copyright-holder>Julia et al</copyright-holder><license xlink:type="simple"><license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">Creative Commons Attribution License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p></license></permissions>
<abstract><sec>
<title>Background</title>
<p>The rising prevalence of obesity and the social pressure for thinness increase the prevalence of dieting. However, little is known about the overall perception of dieting strategies actually used by the general population.</p>
</sec><sec>
<title>Objectives</title>
<p>Our main objective was to investigate perceptions of weight-loss practices in an observational study in order to identify the most favourable strategy.</p>
</sec><sec>
<title>Design</title>
<p>Adults from the ongoing Nutrinet-Santé cohort study who had reported engaging in dieting in the three previous years were included in the study. For each diet, detailed information was collected on types of diets, circumstances and perception of the diet, and outcomes. Perceptions were compared across diets using sex-specific mixed effects models.</p>
</sec><sec>
<title>Result</title>
<p>Among the 48 435 subjects who had completed the respective questionnaire, 12 673 (26.7%, 87.8% of women) had followed at least one weight-loss diet in the previous three years. Diet plans prescribed by health professionals and diets conforming to official dietary recommendations were the most favourably perceived among all assessed weight-loss strategies. Alternatively, commercial diet plans and self-imposed dietary restrictions were more negatively perceived (Odds ratios (OR) for adherence difficulty 1.30 (95% confidence interval (0.99;1.7)) in men and OR 1.92 (1.76;2.10) in women compared to official nutritional guidelines; OR 1.06 (0.82;1.38) in men and OR 1.39 (1.26;1.54) in women respectively) compared to official nutritional guidelines.</p>
</sec><sec>
<title>Conclusion</title>
<p>Official dietary recommendations could be useful tools for maintaining a dietary balance while following a weight-loss diet.</p>
</sec></abstract>
<funding-group><funding-statement>The Nutrinet-Santé study is supported by the institutions: Ministere de la Sante (DGS), Institut de Veille Sanitaire (InVS), Institut National de la Prevention et de l'Education pour la Sante (INPES), Fondation pour la Recherche Medicale (FRM), Institut de Recherche en Sante Publique (IRESP), Institut National de la Sante et de la Recherche Medicale (INSERM), Institut National de la Recherche Agronomique (INRA), Conservatoire National des Arts et Metiers (CNAM) and Universite Paris 13. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</funding-statement></funding-group><counts><page-count count="8"/></counts></article-meta>
</front>
<body><sec id="s1">
<title>Introduction</title>
<p>Prevalence of obesity in industrialized countries has been continuously rising for more than three decades.<xref ref-type="bibr" rid="pone.0097834-Wang1">[1]</xref>, <xref ref-type="bibr" rid="pone.0097834-World1">[2]</xref> Elevated disease risks linked to overweight and obesity have led authorities to consider this epidemic a major public health challenge.<xref ref-type="bibr" rid="pone.0097834-Haslam1">[3]</xref>, <xref ref-type="bibr" rid="pone.0097834-World2">[4]</xref> Moreover, social pressure to adhere to a thin body image ideal exposes those not meeting it to consequences encompassing both personal and professional challenges.<xref ref-type="bibr" rid="pone.0097834-Puhl1">[5]</xref>, <xref ref-type="bibr" rid="pone.0097834-Puhl2">[6]</xref> Both medical concerns and this social pressure for thinness drive more and more people to dieting.<xref ref-type="bibr" rid="pone.0097834-Andreyeva1">[7]</xref>–<xref ref-type="bibr" rid="pone.0097834-Weiss1">[9]</xref> In the USA in 2005–2006, 36.9% of men and 57% of women had been on some type of a weight loss diet in the year preceding the report, which represented a 10% increase for women compared to 5 years earlier.<xref ref-type="bibr" rid="pone.0097834-Weiss1">[9]</xref>, <xref ref-type="bibr" rid="pone.0097834-1">[10]</xref></p>
<p>In this context, the weight-loss market has been growing rapidly in response to the demand and now includes a number of commercial diet plans/programs, self-help books written by “celebrity-status” physicians, mobile diet applications and websites, and word-of-mouth marketing. In 2011, the weight-loss market was estimated to be worth $60 billion in the USA<xref ref-type="bibr" rid="pone.0097834-PRWeb1">[11]</xref>, and almost 3 billion € in France.<xref ref-type="bibr" rid="pone.0097834-Xerfi1">[12]</xref> Very few commercial diet plans have accepted to be evaluated using scientific rationale and methodology<xref ref-type="bibr" rid="pone.0097834-Finley1">[13]</xref>–<xref ref-type="bibr" rid="pone.0097834-Tsai1">[15]</xref>, instead relying on anecdotal evidence to establish their effectiveness.<xref ref-type="bibr" rid="pone.0097834-Hamilton1">[16]</xref> Aside from well-defined commercial offers or medical advice, individuals can also self-impose dietary restrictions.<xref ref-type="bibr" rid="pone.0097834-Knauper1">[17]</xref> In addition, official dietary recommendations and guidelines issued by the respective authorities can serve as alternate and reliable sources of information for individuals wishing to achieve a balanced diet in order to lose weight.<xref ref-type="bibr" rid="pone.0097834-Programme1">[18]</xref>, <xref ref-type="bibr" rid="pone.0097834-USDepartment1">[19]</xref> Finally, in specific clinical settings, nutritional medical counselling is recommended.</p>
<p>In spite of the large number and diversity of the available weight-loss strategies, little is known about their actual use in the population or the perception of each strategy by the consumers.<xref ref-type="bibr" rid="pone.0097834-Hamilton1">[16]</xref></p>
<p>Irrespective of the type of weight-loss diet used, weight regain is common, often reaching or even exceeding the initial weight.<xref ref-type="bibr" rid="pone.0097834-Anderson1">[20]</xref>–<xref ref-type="bibr" rid="pone.0097834-Hill1">[22]</xref> A major determinant of weight loss and weight maintenance is adherence to the diet,<xref ref-type="bibr" rid="pone.0097834-Del1">[23]</xref> which is dependent on the perception of and the conditions under which the diet is followed.<xref ref-type="bibr" rid="pone.0097834-Finkler1">[24]</xref>, <xref ref-type="bibr" rid="pone.0097834-Freedman1">[25]</xref> However, the literature on these aspects of weight-loss practices is scarce. To our knowledge, no study has yet described in detail the various weight-loss strategies in a large sample of the general population, or has documented perceptions of weight-loss diets.</p>
<p>Our objectives were to investigate perceptions of weight-loss strategies in a large sample of the general population in order to identify the best perceived strategy. We hypothesized that weight-loss strategies would differ by gender, and we therefore conducted separate analyses for men and women.<xref ref-type="bibr" rid="pone.0097834-Weiss1">[9]</xref>, <xref ref-type="bibr" rid="pone.0097834-Kruger1">[26]</xref>, <xref ref-type="bibr" rid="pone.0097834-Serdula1">[27]</xref></p>
</sec><sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2a">
<title>Population</title>
<p>Participants were selected among subjects included in the Nutrinet-Santé cohort, a prospective observational study with a scheduled follow-up of 10 years in which inclusion and follow-up are performed on the Internet using a dedicated and secure website. The main objectives of the Nutrinet-Santé study are:1) to investigate the relationships between nutrition and health; and 2) to elucidate the role of various determinants of dietary patterns and nutritional status, and their interactions. Inclusion in the study began in May 2009 and is still ongoing.</p>
<p>Detailed information about the design/methods and rationale of the Nutrinet-Santé study can be found elsewhere.<xref ref-type="bibr" rid="pone.0097834-Hercberg1">[28]</xref></p>
<p>Briefly, volunteers from the general population aged &gt;18 years are considered actively enrolled in the cohort upon completion of a set of online self-administered questionnaires assessing diet (via three dietary records randomly distributed over a two-week period), physical activity, anthropometrics, lifestyle and socio-economic conditions and health status. Once the subjects are included in the study, they receive additional online self-administered questionnaires on a monthly basis, on specific topics pertaining to dietary behaviours, determinants of eating habits and health status. Between April 1<sup>st</sup>, 2012 and October, 2012, all included subjects received a follow-up questionnaire pertaining to weight loss strategies, with a sub-part of it pertaining to perceptions of weight-loss strategies (up to four) used in the last three years. Self-reported weight and height were asked for in the same questionnaire. All subjects having completed this questionnaire and having followed at least one weight-loss diet over that period were eligible for the present analyses.</p>
</sec><sec id="s2b">
<title>Ethics statement</title>
<p>The study is conducted in accordance with the Declaration of Helsinki, and all procedures have been approved by the International Research Board of the French Institute for Health and Medical Research (0000388FWA00005831) and the <italic>Commission Nationale Informatique et Libertés</italic> (908450 and 909216). Electronic informed consent was obtained from all participants.</p>
</sec><sec id="s2c">
<title>Data collection</title>
<sec id="s2c1">
<title>Diets' circumstances and perception</title>
<p>Dieting circumstances and perceptions were assessed through a questionnaire administered to all participants between April 1<sup>st</sup>, 2012 and October, 2012.</p>
<p>All popular commercial diet plans were mentioned in the questionnaire so that subjects could readily identify the type of diet they had followed (e.g. Atkins, Dukan, Cohen, Weight Watchers, etc., see <bold><xref ref-type="supplementary-material" rid="pone.0097834.s002">Table S1</xref></bold>). Additional categories were included corresponding to self-defined dietary restrictions: ‘reducing snacking’, ‘reducing fat intake,’ ‘reducing starchy foods,’, ‘reducing simple carbohydrates’ and combinations of these options. Other categories corresponded to the dietary recommendations disseminated in the general French population (including improving variety, limiting fats and added sugar intake, avoiding snacking, etc.) and to diets prescribed by a health professional.<xref ref-type="bibr" rid="pone.0097834-Programme1">[18]</xref>, <xref ref-type="bibr" rid="pone.0097834-Hercberg2">[29]</xref></p>
<p>The types of diet were grouped in the following five categories: 1)commercial weight-loss diet plans (including Atkins, Dukan, South beach, etc.); 2) commercial plans including coaching methods (eg, Weight Watchers, Jenny Craig etc.); 3) self-imposed dietary restrictions; 4) adherence to official dietary guidelines<xref ref-type="bibr" rid="pone.0097834-Programme1">[18]</xref>, <xref ref-type="bibr" rid="pone.0097834-Hercberg2">[29]</xref>; and 5) diet prescribed by a health professional. Diets referred to in plain text were also recoded in the previous categories whenever possible.</p>
<p>For each diet declared, circumstances and perceptions of the diet were detailed. Circumstances of dieting pertained to diet duration, interval between diet cessation and questionnaire completion and concomitant physical activity. Attitudes and perceptions pertained to main reasons for diet cessation (including the following: ‘I attained my objective in terms of weight loss’, ‘I attained my objective in terms of duration’, ‘I stopped early because of health problems’, ‘I stopped early because it was too expensive’, ‘I stopped early because it was too complicated to follow’, ‘I stopped early because I felt frustrated or hungry’, ‘I stopped early because the diet was inefficient’), adherence difficulty (measured on a Likert scale including the following options: ‘Very easy’, ‘Quite easy’, ‘Moderately difficult’, ‘Difficult’ and ‘Very difficult’), complications experienced in everyday life, frustration experienced regarding food choices (measured on a Likert scales including the following options: ‘Not at all’, ‘A little’, ‘Moderately’, ‘A lot’, ‘Enormously’).</p>
<p>The questionnaire on diets was completed with questions on current weight and height.</p>
</sec><sec id="s2c2">
<title>Covariates</title>
<p>Age, educational level (highest diploma obtained), smoking status and occupational category were obtained through a self-administered questionnaire at inclusion in the study. Weight (in kg) and height (in cm) were obtained through the self-administered questionnaires on dieting practices previously described. Body mass index (BMI) from the diet questionnaire was computed as weight (in kg) divided by the square of height (in m).</p>
</sec></sec><sec id="s2d">
<title>Statistical analyses</title>
<p>Outcome variables of interest were circumstances of the diet, perception during the diet and perception after diet cessation. The initial response scales were dichotomized given the number of responses in each category (eg, grouping together ‘Not at all’ and ‘A little’). Dichotomization of Likert scale responses was regarded as necessary given the distribution across response categories, and in order to maintain interpretation of results as simple as possible. Regarding diet cessation, the items corresponding to an achieved objective were grouped together, all other responses were considered as reasons for an ‘Early discontinuation of the diet’.</p>
<p>Characteristics of dieters and of the diets followed over the previous three years according to gender were compared using chi-square tests. Perceptions according to the type of diet were investigated separately for men and women, in univariable (using chi-square tests) and multivariable analyses. In order to take into account the hierarchical structure of data (diets within individuals) in the multivariable analyses, dichotomized perception variables were compared according to type of diet using multivariable marginal logistic mixed effects models, using the GENMOD procedure in SAS. Perception variables were introduced as dependent variables and types of diet as the independent variables in the models (reference category  =  adherence to official dietary guidelines). Results are presented as Odd Ratios (OR) and 95% confidence intervals (95%CI). The models were adjusted for factors pertaining to the diet (eg, total number of diets followed in the last three years (continuous), rank of the diet (categorical) – when more than one diet had been followed, interval between diet and questionnaire completion (categorical; &lt;6months, [6–12 months[, [12–24 months[, ≥24 months)) and factors pertaining to the subjects (age (continuous), educational level (categorical; no diploma and primary, secondary, university), smoking status (categorical; never smoker, former smoker, current smoker), current BMI (continuous)). As some subjects had missing data on covariates pertaining to diets (namely interval between diet and questionnaires), mixed effect models were conducted on smaller samples.</p>
<p>We also investigated a potential effect modification of perceptions by number of achieved diets (single dieters vs. multiple dieters).</p>
</sec></sec><sec id="s3">
<title>Results</title>
<p>Between April 1, 2012 and October 12, 2012, 48 435 subjects had completed the questionnaire about dieting strategies. Among them, 12 628 subjects (26.7%) had followed at least one weight-loss diet in the previous three years (detailed information in the <bold><xref ref-type="supplementary-material" rid="pone.0097834.s001">Figure S1</xref></bold>). Compared to non-dieters having completed the questionnaire, dieters were more likely to be women (P&lt;0.001), to be younger (P&lt;0.001 for both men and women), to be currently employed (P&lt;0.001 for both men and women) and to be heavier (P&lt;0.001) and to be former smokers (P&lt;0.001 for both men and women) (see <bold><xref ref-type="supplementary-material" rid="pone.0097834.s005">Table S4</xref></bold>).</p>
<p>Compared to female dieters, male dieters tended to be older, more frequently former smokers, more frequently overweight or obese, and less likely to have followed more than one diet in the previous three years. (<xref ref-type="table" rid="pone-0097834-t001"><bold>Table 1</bold></xref>) Diet characteristics were also significantly different across genders: compared to female dieters, male dieters were less likely to select commercial diet plans (with or without coaching programs), and more likely to undergo self-imposed dietary restrictions (<xref ref-type="table" rid="pone-0097834-t002"><bold>Table 2</bold></xref>). Among the commercial diet plans, the Dukan diet was the most frequently cited in both men and women (<bold><xref ref-type="supplementary-material" rid="pone.0097834.s003">Table S2</xref></bold>). As to commercial diet coaching programs, Weight Watcher was the most represented (<bold><xref ref-type="supplementary-material" rid="pone.0097834.s003">Table S2</xref></bold>).</p>
<table-wrap id="pone-0097834-t001" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0097834.t001</object-id><label>Table 1</label><caption>
<title>Characteristics of dieters included in the study.</title>
</caption><alternatives><graphic id="pone-0097834-t001-1" position="float" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0097834.t001" xlink:type="simple"/>
<table><colgroup span="1"><col align="left" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/></colgroup>
<thead>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1">Men</td>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1">Women</td>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><italic>N</italic></td>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>1544</italic></td>
<td align="left" rowspan="1" colspan="1"><italic>12.2</italic></td>
<td align="left" rowspan="1" colspan="1"><italic>11084</italic></td>
<td align="left" rowspan="1" colspan="1"><italic>87.8</italic></td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1">N</td>
<td align="left" rowspan="1" colspan="1">%</td>
<td align="left" rowspan="1" colspan="1">N</td>
<td align="left" rowspan="1" colspan="1">%</td>
<td align="left" rowspan="1" colspan="1">P</td>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1">Age</td>
<td align="left" rowspan="1" colspan="1"><italic>≤25 y-o</italic></td>
<td align="left" rowspan="1" colspan="1">26</td>
<td align="left" rowspan="1" colspan="1">1.7</td>
<td align="left" rowspan="1" colspan="1">503</td>
<td align="left" rowspan="1" colspan="1">4.5</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>]25</italic>–<italic>40] y-o</italic></td>
<td align="left" rowspan="1" colspan="1">356</td>
<td align="left" rowspan="1" colspan="1">23.1</td>
<td align="left" rowspan="1" colspan="1">3671</td>
<td align="left" rowspan="1" colspan="1">33.1</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>]40</italic>–<italic>60] y-o</italic></td>
<td align="left" rowspan="1" colspan="1">624</td>
<td align="left" rowspan="1" colspan="1">40.4</td>
<td align="left" rowspan="1" colspan="1">4982</td>
<td align="left" rowspan="1" colspan="1">45</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>&gt;60 y-o</italic></td>
<td align="left" rowspan="1" colspan="1">538</td>
<td align="left" rowspan="1" colspan="1">34.8</td>
<td align="left" rowspan="1" colspan="1">1928</td>
<td align="left" rowspan="1" colspan="1">17.4</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Educational level</td>
<td align="left" rowspan="1" colspan="1"><italic>No diploma and primary</italic></td>
<td align="left" rowspan="1" colspan="1">292</td>
<td align="left" rowspan="1" colspan="1">18.9</td>
<td align="left" rowspan="1" colspan="1">1780</td>
<td align="left" rowspan="1" colspan="1">16.1</td>
<td align="left" rowspan="1" colspan="1">0.01</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Secondary</italic></td>
<td align="left" rowspan="1" colspan="1">295</td>
<td align="left" rowspan="1" colspan="1">19.1</td>
<td align="left" rowspan="1" colspan="1">2305</td>
<td align="left" rowspan="1" colspan="1">20.8</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>University</italic></td>
<td align="left" rowspan="1" colspan="1">957</td>
<td align="left" rowspan="1" colspan="1">62.0</td>
<td align="left" rowspan="1" colspan="1">6999</td>
<td align="left" rowspan="1" colspan="1">63.2</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Current employement status</td>
<td align="left" rowspan="1" colspan="1"><italic>Work</italic></td>
<td align="left" rowspan="1" colspan="1">966</td>
<td align="left" rowspan="1" colspan="1">62.6</td>
<td align="left" rowspan="1" colspan="1">7314</td>
<td align="left" rowspan="1" colspan="1">66.0</td>
<td align="left" rowspan="1" colspan="1">0.008</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Inactive</italic></td>
<td align="left" rowspan="1" colspan="1">578</td>
<td align="left" rowspan="1" colspan="1">34</td>
<td align="left" rowspan="1" colspan="1">3770</td>
<td align="left" rowspan="1" colspan="1">34.0</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Smoking status</td>
<td align="left" rowspan="1" colspan="1"><italic>Never smoker</italic></td>
<td align="left" rowspan="1" colspan="1">558</td>
<td align="left" rowspan="1" colspan="1">36.1</td>
<td align="left" rowspan="1" colspan="1">5302</td>
<td align="left" rowspan="1" colspan="1">47.8</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Former smoker</italic></td>
<td align="left" rowspan="1" colspan="1">765</td>
<td align="left" rowspan="1" colspan="1">49.6</td>
<td align="left" rowspan="1" colspan="1">4150</td>
<td align="left" rowspan="1" colspan="1">37.5</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Current smoker</italic></td>
<td align="left" rowspan="1" colspan="1">221</td>
<td align="left" rowspan="1" colspan="1">14.3</td>
<td align="left" rowspan="1" colspan="1">1632</td>
<td align="left" rowspan="1" colspan="1">14.7</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">BMI</td>
<td align="left" rowspan="1" colspan="1"><italic>&lt;25 Normal weight</italic></td>
<td align="left" rowspan="1" colspan="1">505</td>
<td align="left" rowspan="1" colspan="1">32.7</td>
<td align="left" rowspan="1" colspan="1">6308</td>
<td align="left" rowspan="1" colspan="1">56.9</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>[25</italic>–<italic>30[ Overweight</italic></td>
<td align="left" rowspan="1" colspan="1">734</td>
<td align="left" rowspan="1" colspan="1">47.5</td>
<td align="left" rowspan="1" colspan="1">3207</td>
<td align="left" rowspan="1" colspan="1">28.9</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>≥30 Obese</italic></td>
<td align="left" rowspan="1" colspan="1">305</td>
<td align="left" rowspan="1" colspan="1">19.8</td>
<td align="left" rowspan="1" colspan="1">1569</td>
<td align="left" rowspan="1" colspan="1">14.2</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Number of diets in the previous three years</td>
<td align="left" rowspan="1" colspan="1"><italic>1</italic></td>
<td align="left" rowspan="1" colspan="1">1027</td>
<td align="left" rowspan="1" colspan="1">66.5</td>
<td align="left" rowspan="1" colspan="1">6493</td>
<td align="left" rowspan="1" colspan="1">58.6</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>&gt;1</italic></td>
<td align="left" rowspan="1" colspan="1">517</td>
<td align="left" rowspan="1" colspan="1">33.5</td>
<td align="left" rowspan="1" colspan="1">4591</td>
<td align="left" rowspan="1" colspan="1">41.4</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
</tbody>
</table>
</alternatives></table-wrap><table-wrap id="pone-0097834-t002" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0097834.t002</object-id><label>Table 2</label><caption>
<title>Characteristics of the diets performed.</title>
</caption><alternatives><graphic id="pone-0097834-t002-2" position="float" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0097834.t002" xlink:type="simple"/>
<table><colgroup span="1"><col align="left" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/></colgroup>
<thead>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"/>
<td colspan="2" align="left" rowspan="1">Men (n = 2311)</td>
<td colspan="2" align="left" rowspan="1">Women (n = 18036)</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1">N</td>
<td align="left" rowspan="1" colspan="1">%</td>
<td align="left" rowspan="1" colspan="1">N</td>
<td align="left" rowspan="1" colspan="1">%</td>
<td align="left" rowspan="1" colspan="1">P<xref ref-type="table-fn" rid="nt102">a</xref></td>
</tr>
</thead>
<tbody>
<tr>
<td align="left" rowspan="1" colspan="1">Type of diet</td>
<td align="left" rowspan="1" colspan="1"><italic>Adherence to dietary recommendations</italic></td>
<td align="left" rowspan="1" colspan="1">721</td>
<td align="left" rowspan="1" colspan="1">31.2</td>
<td align="left" rowspan="1" colspan="1">5311</td>
<td align="left" rowspan="1" colspan="1">29.5</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Commercial diet plan</italic></td>
<td align="left" rowspan="1" colspan="1">703</td>
<td align="left" rowspan="1" colspan="1">30.4</td>
<td align="left" rowspan="1" colspan="1">6152</td>
<td align="left" rowspan="1" colspan="1">34.1</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Commercial coaching program</italic></td>
<td align="left" rowspan="1" colspan="1">75</td>
<td align="left" rowspan="1" colspan="1">3.3</td>
<td align="left" rowspan="1" colspan="1">2280</td>
<td align="left" rowspan="1" colspan="1">12.6</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Self-imposed dietary restrictions</italic></td>
<td align="left" rowspan="1" colspan="1">759</td>
<td align="left" rowspan="1" colspan="1">32.8</td>
<td align="left" rowspan="1" colspan="1">3867</td>
<td align="left" rowspan="1" colspan="1">21.4</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Prescribed by a health professional</italic></td>
<td align="left" rowspan="1" colspan="1">53</td>
<td align="left" rowspan="1" colspan="1">2.3</td>
<td align="left" rowspan="1" colspan="1">426</td>
<td align="left" rowspan="1" colspan="1">2.4</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td colspan="7" align="left" rowspan="1"><bold>Conditions of the diet</bold></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Time from diet</td>
<td align="left" rowspan="1" colspan="1"><italic>&lt;6 months</italic></td>
<td align="left" rowspan="1" colspan="1">319</td>
<td align="left" rowspan="1" colspan="1">14.2</td>
<td align="left" rowspan="1" colspan="1">2411</td>
<td align="left" rowspan="1" colspan="1">13.9</td>
<td align="left" rowspan="1" colspan="1">0.08</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>[6</italic>–<italic>12[ months</italic></td>
<td align="left" rowspan="1" colspan="1">315</td>
<td align="left" rowspan="1" colspan="1">14.0</td>
<td align="left" rowspan="1" colspan="1">2615</td>
<td align="left" rowspan="1" colspan="1">15.0</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>[12</italic>–<italic>24[ months</italic></td>
<td align="left" rowspan="1" colspan="1">657</td>
<td align="left" rowspan="1" colspan="1">29.3</td>
<td align="left" rowspan="1" colspan="1">5405</td>
<td align="left" rowspan="1" colspan="1">31.1</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>≥24 months</italic></td>
<td align="left" rowspan="1" colspan="1">955</td>
<td align="left" rowspan="1" colspan="1">42.5</td>
<td align="left" rowspan="1" colspan="1">6958</td>
<td align="left" rowspan="1" colspan="1">40.0</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Reason for diet cessation</td>
<td align="left" rowspan="1" colspan="1"><italic>Objective attained</italic></td>
<td align="left" rowspan="1" colspan="1">1382</td>
<td align="left" rowspan="1" colspan="1">59.8</td>
<td align="left" rowspan="1" colspan="1">8186</td>
<td align="left" rowspan="1" colspan="1">45.4</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Early stop to the diet</italic></td>
<td align="left" rowspan="1" colspan="1">929</td>
<td align="left" rowspan="1" colspan="1">40.2</td>
<td align="left" rowspan="1" colspan="1">9846</td>
<td align="left" rowspan="1" colspan="1">54.6</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Diet duration</td>
<td align="left" rowspan="1" colspan="1"><italic>&lt;1 month</italic></td>
<td align="left" rowspan="1" colspan="1">1373</td>
<td align="left" rowspan="1" colspan="1">59.4</td>
<td align="left" rowspan="1" colspan="1">11287</td>
<td align="left" rowspan="1" colspan="1">62.6</td>
<td align="left" rowspan="1" colspan="1">0.003</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>≥1 month</italic></td>
<td align="left" rowspan="1" colspan="1">938</td>
<td align="left" rowspan="1" colspan="1">40.6</td>
<td align="left" rowspan="1" colspan="1">6746</td>
<td align="left" rowspan="1" colspan="1">37.4</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Physical activity associated to the diet</td>
<td align="left" rowspan="1" colspan="1"><italic>Yes</italic></td>
<td align="left" rowspan="1" colspan="1">1099</td>
<td align="left" rowspan="1" colspan="1">47.6</td>
<td align="left" rowspan="1" colspan="1">7999</td>
<td align="left" rowspan="1" colspan="1">44.4</td>
<td align="left" rowspan="1" colspan="1">0.003</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>No</italic></td>
<td align="left" rowspan="1" colspan="1">1212</td>
<td align="left" rowspan="1" colspan="1">52.4</td>
<td align="left" rowspan="1" colspan="1">10034</td>
<td align="left" rowspan="1" colspan="1">55.6</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td colspan="7" align="left" rowspan="1"><bold>Perception of the diet</bold></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Adherence difficulty</td>
<td align="left" rowspan="1" colspan="1"><italic>Easy to follow</italic></td>
<td align="left" rowspan="1" colspan="1">1551</td>
<td align="left" rowspan="1" colspan="1">67.1</td>
<td align="left" rowspan="1" colspan="1">11161</td>
<td align="left" rowspan="1" colspan="1">61.9</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Difficult to follow</italic></td>
<td align="left" rowspan="1" colspan="1">760</td>
<td align="left" rowspan="1" colspan="1">32.9</td>
<td align="left" rowspan="1" colspan="1">6873</td>
<td align="left" rowspan="1" colspan="1">38.1</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Experiencing complications</td>
<td align="left" rowspan="1" colspan="1"><italic>Not all to a little</italic></td>
<td align="left" rowspan="1" colspan="1">1755</td>
<td align="left" rowspan="1" colspan="1">75.9</td>
<td align="left" rowspan="1" colspan="1">12224</td>
<td align="left" rowspan="1" colspan="1">67.8</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Moderately to enormously</italic></td>
<td align="left" rowspan="1" colspan="1">556</td>
<td align="left" rowspan="1" colspan="1">24.1</td>
<td align="left" rowspan="1" colspan="1">5810</td>
<td align="left" rowspan="1" colspan="1">32.2</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Experiencing frustration</td>
<td align="left" rowspan="1" colspan="1"><italic>Not all to a little</italic></td>
<td align="left" rowspan="1" colspan="1">705</td>
<td align="left" rowspan="1" colspan="1">30.5</td>
<td align="left" rowspan="1" colspan="1">4866</td>
<td align="left" rowspan="1" colspan="1">27.0</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>Moderately to enormously</italic></td>
<td align="left" rowspan="1" colspan="1">1606</td>
<td align="left" rowspan="1" colspan="1">69.5</td>
<td align="left" rowspan="1" colspan="1">13168</td>
<td align="left" rowspan="1" colspan="1">73.0</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Hunger during dieting</td>
<td align="left" rowspan="1" colspan="1"><italic>Not at all</italic></td>
<td align="left" rowspan="1" colspan="1">1064</td>
<td align="left" rowspan="1" colspan="1">46.0</td>
<td align="left" rowspan="1" colspan="1">8426</td>
<td align="left" rowspan="1" colspan="1">46.7</td>
<td align="left" rowspan="1" colspan="1">0.54</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1"><italic>A little to enormously</italic></td>
<td align="left" rowspan="1" colspan="1">1247</td>
<td align="left" rowspan="1" colspan="1">54.0</td>
<td align="left" rowspan="1" colspan="1">9608</td>
<td align="left" rowspan="1" colspan="1">53.3</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
</tbody>
</table>
</alternatives><table-wrap-foot><fn id="nt101"><label/><p>Comparison between men and women.</p></fn><fn id="nt102"><label>a</label><p>P value obtained with chi-square tests.</p></fn></table-wrap-foot></table-wrap>
<p>For all other analyses, results of cross-tabulations (comparison across diet types with Chi-square tests) are presented in <bold><xref ref-type="supplementary-material" rid="pone.0097834.s004">Tables S3</xref> and <xref ref-type="supplementary-material" rid="pone.0097834.s005">S4</xref></bold>. Results of multivariate analyses are presented in <xref ref-type="table" rid="pone-0097834-t003"><bold>Tables 3</bold></xref><bold> and </bold><xref ref-type="table" rid="pone-0097834-t004"><bold>4</bold></xref>.</p>
<table-wrap id="pone-0097834-t003" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0097834.t003</object-id><label>Table 3</label><caption>
<title>Diet perception according to type of diet performed – Multivariable analysis – Men.</title>
</caption><alternatives><graphic id="pone-0097834-t003-3" position="float" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0097834.t003" xlink:type="simple"/>
<table><colgroup span="1"><col align="left" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/></colgroup>
<thead>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1">Adherence to dietary recommendations</td>
<td colspan="3" align="left" rowspan="1">Commercial diet plan</td>
<td colspan="3" align="left" rowspan="1">Self-imposed dietary restrictions</td>
<td colspan="3" align="left" rowspan="1">Commercial coaching programs</td>
<td colspan="3" align="left" rowspan="1">Diet prescribed by a health professional</td>
<td align="left" rowspan="1" colspan="1">P</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">95%IC</td>
<td align="left" rowspan="1" colspan="1">P</td>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">95%IC</td>
<td align="left" rowspan="1" colspan="1">P</td>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">95%IC</td>
<td align="left" rowspan="1" colspan="1">P</td>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">95%IC</td>
<td align="left" rowspan="1" colspan="1">P</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
</thead>
<tbody>
<tr>
<td colspan="15" align="left" rowspan="1"><bold><italic>Conditions of the diet</italic></bold></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Early stop to the diet</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>0.67</bold></td>
<td align="left" rowspan="1" colspan="1">(0.53;0.85)</td>
<td align="left" rowspan="1" colspan="1">0.001</td>
<td align="left" rowspan="1" colspan="1"><bold>1.03</bold></td>
<td align="left" rowspan="1" colspan="1">(0.82;1.30)</td>
<td align="left" rowspan="1" colspan="1">0.782</td>
<td align="left" rowspan="1" colspan="1"><bold>1.24</bold></td>
<td align="left" rowspan="1" colspan="1">(0.83;1.88)</td>
<td align="left" rowspan="1" colspan="1">0.297</td>
<td align="left" rowspan="1" colspan="1"><bold>0.84</bold></td>
<td align="left" rowspan="1" colspan="1">(0.46;1.54)</td>
<td align="left" rowspan="1" colspan="1">0.566</td>
<td align="left" rowspan="1" colspan="1">0.0006</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Diet duration &gt;1month</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>0.53</bold></td>
<td align="left" rowspan="1" colspan="1">(0.41;0.69)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.74</bold></td>
<td align="left" rowspan="1" colspan="1">(0.57;0.97)</td>
<td align="left" rowspan="1" colspan="1">0.031</td>
<td align="left" rowspan="1" colspan="1"><bold>0.90</bold></td>
<td align="left" rowspan="1" colspan="1">(0.46;1.75)</td>
<td align="left" rowspan="1" colspan="1">0.756</td>
<td align="left" rowspan="1" colspan="1"><bold>1.53</bold></td>
<td align="left" rowspan="1" colspan="1">(0.70;3.30)</td>
<td align="left" rowspan="1" colspan="1">0.290</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Concomitant physical activity</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>0.56</bold></td>
<td align="left" rowspan="1" colspan="1">(0.45;0.71)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.75</bold></td>
<td align="left" rowspan="1" colspan="1">(0.60;0.94)</td>
<td align="left" rowspan="1" colspan="1">0.014</td>
<td align="left" rowspan="1" colspan="1"><bold>0.59</bold></td>
<td align="left" rowspan="1" colspan="1">(0.34;1.02)</td>
<td align="left" rowspan="1" colspan="1">0.058</td>
<td align="left" rowspan="1" colspan="1"><bold>1.07</bold></td>
<td align="left" rowspan="1" colspan="1">(0.57;2.01)</td>
<td align="left" rowspan="1" colspan="1">0.835</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td colspan="15" align="left" rowspan="1"><bold><italic>Perception of the diet</italic></bold></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Adherence difficulty</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>1.30</bold></td>
<td align="left" rowspan="1" colspan="1">(0.99;1.7)</td>
<td align="left" rowspan="1" colspan="1">0.051</td>
<td align="left" rowspan="1" colspan="1"><bold>1.06</bold></td>
<td align="left" rowspan="1" colspan="1">(0.82;1.38)</td>
<td align="left" rowspan="1" colspan="1">0.659</td>
<td align="left" rowspan="1" colspan="1"><bold>0.91</bold></td>
<td align="left" rowspan="1" colspan="1">(0.48;1.74)</td>
<td align="left" rowspan="1" colspan="1">0.781</td>
<td align="left" rowspan="1" colspan="1"><bold>1.40</bold></td>
<td align="left" rowspan="1" colspan="1">(0.70;2.82)</td>
<td align="left" rowspan="1" colspan="1">0.341</td>
<td align="left" rowspan="1" colspan="1">0.313</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Experiencing complications</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>2.32</bold></td>
<td align="left" rowspan="1" colspan="1">(1.77;3.07)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.87</bold></td>
<td align="left" rowspan="1" colspan="1">(0.65;1.17)</td>
<td align="left" rowspan="1" colspan="1">0.358</td>
<td align="left" rowspan="1" colspan="1"><bold>1.84</bold></td>
<td align="left" rowspan="1" colspan="1">(0.95;3.59)</td>
<td align="left" rowspan="1" colspan="1">0.072</td>
<td align="left" rowspan="1" colspan="1"><bold>1.81</bold></td>
<td align="left" rowspan="1" colspan="1">(0.84;3.06)</td>
<td align="left" rowspan="1" colspan="1">0.119</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Experiencing frustration</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>1.18</bold></td>
<td align="left" rowspan="1" colspan="1">(0.91;1.54)</td>
<td align="left" rowspan="1" colspan="1">0.206</td>
<td align="left" rowspan="1" colspan="1"><bold>0.76</bold></td>
<td align="left" rowspan="1" colspan="1">(0.60;0.97)</td>
<td align="left" rowspan="1" colspan="1">0.027</td>
<td align="left" rowspan="1" colspan="1"><bold>0.56</bold></td>
<td align="left" rowspan="1" colspan="1">(0.32;0.99)</td>
<td align="left" rowspan="1" colspan="1">0.044</td>
<td align="left" rowspan="1" colspan="1"><bold>0.59</bold></td>
<td align="left" rowspan="1" colspan="1">(0.29;1.20)</td>
<td align="left" rowspan="1" colspan="1">0.146</td>
<td align="left" rowspan="1" colspan="1">0.004</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Hunger during dieting</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>0.81</bold></td>
<td align="left" rowspan="1" colspan="1">(0.64;1.02)</td>
<td align="left" rowspan="1" colspan="1">0.078</td>
<td align="left" rowspan="1" colspan="1"><bold>1.23</bold></td>
<td align="left" rowspan="1" colspan="1">(0.99;1.53)</td>
<td align="left" rowspan="1" colspan="1">0.063</td>
<td align="left" rowspan="1" colspan="1"><bold>0.54</bold></td>
<td align="left" rowspan="1" colspan="1">(0.30;0.95)</td>
<td align="left" rowspan="1" colspan="1">0.033</td>
<td align="left" rowspan="1" colspan="1"><bold>0.78</bold></td>
<td align="left" rowspan="1" colspan="1">(0.41;1.50)</td>
<td align="left" rowspan="1" colspan="1">0.454</td>
<td align="left" rowspan="1" colspan="1">0.001</td>
</tr>
</tbody>
</table>
</alternatives><table-wrap-foot><fn id="nt103"><label/><p>The models were adjusted for factors pertaining to the diet (eg, total number of diets followed in the last three years (continuous), rank of the diet (categorical) – when more than one diet had been followed, interval between diet and questionnaire completion (categorical; &lt;6months, [6–12 months[, [12–24 months[, ≥24 months)) and factors pertaining to the subjects (age (continuous), educational level (categorical; no diploma and primary, secondary, university), smoking status (categorical; never smoker, former smoker, current smoker), current BMI (continuous)).</p></fn></table-wrap-foot></table-wrap><table-wrap id="pone-0097834-t004" position="float"><object-id pub-id-type="doi">10.1371/journal.pone.0097834.t004</object-id><label>Table 4</label><caption>
<title>Diet perception according to type of diet performed – Multivariable analysis – Women.</title>
</caption><alternatives><graphic id="pone-0097834-t004-4" position="float" mimetype="image" xlink:href="info:doi/10.1371/journal.pone.0097834.t004" xlink:type="simple"/>
<table><colgroup span="1"><col align="left" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/><col align="center" span="1"/></colgroup>
<thead>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1">Adherence to dietary recommendations</td>
<td colspan="3" align="left" rowspan="1">Commercial diet plan</td>
<td colspan="3" align="left" rowspan="1">Self-imposed dietary restrictions</td>
<td colspan="3" align="left" rowspan="1">Commercial coaching methods</td>
<td colspan="3" align="left" rowspan="1">Diet prescribed by a health professional</td>
<td align="left" rowspan="1" colspan="1">P</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"/>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">95%IC</td>
<td align="left" rowspan="1" colspan="1">P</td>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">95%IC</td>
<td align="left" rowspan="1" colspan="1">P</td>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">95%IC</td>
<td align="left" rowspan="1" colspan="1">P</td>
<td align="left" rowspan="1" colspan="1">OR</td>
<td align="left" rowspan="1" colspan="1">95%IC</td>
<td align="left" rowspan="1" colspan="1">P</td>
<td align="left" rowspan="1" colspan="1"/>
</tr>
</thead>
<tbody>
<tr>
<td colspan="15" align="left" rowspan="1"><bold><italic>Conditions of the diet</italic></bold></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Early stop to the diet</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>0.95</bold></td>
<td align="left" rowspan="1" colspan="1">(0.87;1.03)</td>
<td align="left" rowspan="1" colspan="1">0.216</td>
<td align="left" rowspan="1" colspan="1"><bold>1.14</bold></td>
<td align="left" rowspan="1" colspan="1">(1.03;1.26)</td>
<td align="left" rowspan="1" colspan="1">0.009</td>
<td align="left" rowspan="1" colspan="1"><bold>1.01</bold></td>
<td align="left" rowspan="1" colspan="1">(0.90;1.13)</td>
<td align="left" rowspan="1" colspan="1">0.875</td>
<td align="left" rowspan="1" colspan="1"><bold>0.93</bold></td>
<td align="left" rowspan="1" colspan="1">(0.73;1.19)</td>
<td align="left" rowspan="1" colspan="1">0.58</td>
<td align="left" rowspan="1" colspan="1">0.007</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Diet duration &gt;1month</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>0.56</bold></td>
<td align="left" rowspan="1" colspan="1">(0.51;0.61)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.75</bold></td>
<td align="left" rowspan="1" colspan="1">(0.68;0.83)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>1.29</bold></td>
<td align="left" rowspan="1" colspan="1">(1.15;1.44)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>1.75</bold></td>
<td align="left" rowspan="1" colspan="1">(1.37;2.24)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Concomitant physical activity</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>0.57</bold></td>
<td align="left" rowspan="1" colspan="1">(0.53;0.62)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.75</bold></td>
<td align="left" rowspan="1" colspan="1">(0.69;0.82)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.95</bold></td>
<td align="left" rowspan="1" colspan="1">(0.86;1.06)</td>
<td align="left" rowspan="1" colspan="1">0.358</td>
<td align="left" rowspan="1" colspan="1"><bold>0.93</bold></td>
<td align="left" rowspan="1" colspan="1">(0.76;1.14)</td>
<td align="left" rowspan="1" colspan="1">0.505</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td colspan="15" align="left" rowspan="1"><italic>Perception of the diet</italic></td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1"><bold>Adherence difficulty</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>1.92</bold></td>
<td align="left" rowspan="1" colspan="1">(1.76;2.10)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>1.39</bold></td>
<td align="left" rowspan="1" colspan="1">(1.26;1.54)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.70</bold></td>
<td align="left" rowspan="1" colspan="1">(0.62;0.80)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.88</bold></td>
<td align="left" rowspan="1" colspan="1">(0.69;1.12)</td>
<td align="left" rowspan="1" colspan="1">0.302</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Experiencing complications</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>2.43</bold></td>
<td align="left" rowspan="1" colspan="1">(2.22;2.67)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>1.03</bold></td>
<td align="left" rowspan="1" colspan="1">(0.92;1.15)</td>
<td align="left" rowspan="1" colspan="1">0.652</td>
<td align="left" rowspan="1" colspan="1"><bold>1.27</bold></td>
<td align="left" rowspan="1" colspan="1">(1.12;1.43)</td>
<td align="left" rowspan="1" colspan="1">0.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>1.03</bold></td>
<td align="left" rowspan="1" colspan="1">(0.81;1.31)</td>
<td align="left" rowspan="1" colspan="1">0.800</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Experiencing frustration</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>1.57</bold></td>
<td align="left" rowspan="1" colspan="1">(1.42;1.73)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>1.08</bold></td>
<td align="left" rowspan="1" colspan="1">(0.98;1.20)</td>
<td align="left" rowspan="1" colspan="1">0.136</td>
<td align="left" rowspan="1" colspan="1"><bold>0.48</bold></td>
<td align="left" rowspan="1" colspan="1">(0.43;0.54)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.75</bold></td>
<td align="left" rowspan="1" colspan="1">(0.59;0.94)</td>
<td align="left" rowspan="1" colspan="1">0.013</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
<tr>
<td align="left" rowspan="1" colspan="1">Hunger during dieting</td>
<td align="left" rowspan="1" colspan="1"><bold>1</bold></td>
<td align="left" rowspan="1" colspan="1"><bold>0.83</bold></td>
<td align="left" rowspan="1" colspan="1">(0.76;0.90)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>1.26</bold></td>
<td align="left" rowspan="1" colspan="1">(1.14;1.38)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.69</bold></td>
<td align="left" rowspan="1" colspan="1">(0.62;0.77)</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
<td align="left" rowspan="1" colspan="1"><bold>0.64</bold></td>
<td align="left" rowspan="1" colspan="1">(0.52;0.80)</td>
<td align="left" rowspan="1" colspan="1">0.0001</td>
<td align="left" rowspan="1" colspan="1">&lt;.0001</td>
</tr>
</tbody>
</table>
</alternatives><table-wrap-foot><fn id="nt104"><label/><p>The models were adjusted for factors pertaining to the diet (eg, total number of diets followed in the last three years (continuous), rank of the diet (categorical) – when more than one diet had been followed, interval between diet and questionnaire completion (categorical; &lt;6months, [6–12 months[, [12–24 months[, ≥24 months)) and factors pertaining to the subjects (age (continuous), educational level (categorical; no diploma and primary, secondary, university), smoking status (categorical; never smoker, former smoker, current smoker), current BMI (continuous)).</p></fn></table-wrap-foot></table-wrap><sec id="s3a">
<title>Conditions of the diet</title>
<sec id="s3a1">
<title>Reasons for diet cessation</title>
<p>Overall, 40.2% of men and 54.6% of women (P&lt;0.001) reported reasons for diet cessation corresponding to early discontinuation (<xref ref-type="table" rid="pone-0097834-t002"><bold>Table 2</bold></xref>). The commercial coaching programs were those leading to the largest proportion of early cessations (<xref ref-type="table" rid="pone-0097834-t003"><bold>Table 3</bold></xref><bold> and </bold><xref ref-type="table" rid="pone-0097834-t004"><bold>4</bold></xref>).</p>
</sec><sec id="s3a2">
<title>Duration of the diet</title>
<p>Overall, 40.6% of men and 37.4% of women followed a diet for more than a month (P = 0.003) (<xref ref-type="table" rid="pone-0097834-t002"><bold>Table 2</bold></xref>). Commercial diet plans and self-imposed dietary restrictions tended to be followed for shorter periods of time compared to adherence to official dietary guidelines: commercial diets were less likely to be followed for more than a month (OR = 0.53; CI: 0.41;0.69 in men; OR = 0.56, CI: 0.51;0.61 in women), whereas diets prescribed by health professionals were more likely to be followed for more than a month (OR = 1.53, CI: 0.70;3.30 in men, OR = 1.75, CI: 1.37;2.24 in women) compared to adherence to official dietary recommendations (<xref ref-type="table" rid="pone-0097834-t003"><bold>Table 3</bold></xref><bold> and </bold><xref ref-type="table" rid="pone-0097834-t004"><bold>4</bold></xref>).</p>
</sec><sec id="s3a3">
<title>Physical activity concomitant with the diet</title>
<p>Overall, 47.6% of men and 44.4% of women reported concomitant physical activity when dieting (P = 0.003). However, subjects on commercial diet plans were less likely to include a physical activity component while dieting compared to those adhering to official dietary guidelines (<xref ref-type="table" rid="pone-0097834-t003"><bold>Table 3</bold></xref><bold> and </bold><xref ref-type="table" rid="pone-0097834-t004"><bold>4</bold></xref>).</p>
</sec></sec><sec id="s3b">
<title>Perceptions of the diet</title>
<sec id="s3b1">
<title>Adherence difficulty</title>
<p>Overall, 32.9% of men and 38.1% of women perceived the diet they had followed as not easy to follow. Compared to adherence to official dietary guidelines, commercial diets were perceived as less easy to follow (OR = 1.30, CI: 0.99;1.70 in men, OR = 1.39, CI: 1.26;1.54 in women) and commercial coaching programs as being easier to follow (OR = 0.91, CI: 0.48;1.74 in men; OR = 0.70, CI: 0.62;0.80 in women).(<xref ref-type="table" rid="pone-0097834-t003"><bold>Tables 3</bold></xref><bold> and </bold><xref ref-type="table" rid="pone-0097834-t004"><bold>4</bold></xref>)</p>
</sec><sec id="s3b2">
<title>Complications experienced in everyday life</title>
<p>Overall, 24.1% of men and 32.2% of women considered the diet they had followed as creating complications in their everyday life. Compared to adherence to official dietary guidelines, commercial diets and commercial diet coaching programs were perceived as more complicated (OR = 2.32, CI: 1.77;3.07 and 1.84, CI: 0.95;3.59, respectively, in men; OR = 2.43 CI: 2.22;2.67 and 1.27, CI: 1.12;1.43, respectively, in women) (<xref ref-type="table" rid="pone-0097834-t003"><bold>Table 3</bold></xref><bold> and </bold><xref ref-type="table" rid="pone-0097834-t004"><bold>4</bold></xref>).</p>
</sec><sec id="s3b3">
<title>Frustration experienced regarding food choices</title>
<p>Overall, 69.5% of men and 73% of women reported having experienced frustration regarding food choices while dieting. Subjects following commercial coaching programs and diets prescribed by health professionals reported significantly less frustration than those adhering to dietary recommendations (OR = 0.56, CI: 0.32;0.99 and 0.59, CI: 0.29;1.20, respectively in men; OR = 0.48, CI: 0.43;0.54, and 0.75, CI: 0.59;0.94, respectively, in women) (<xref ref-type="table" rid="pone-0097834-t003"><bold>Table 3</bold></xref><bold> and </bold><xref ref-type="table" rid="pone-0097834-t004"><bold>4</bold></xref>).</p>
</sec><sec id="s3b4">
<title>Hunger during dieting</title>
<p>Overall, 54.0% of men and 53.3% of women reported feeling hungry when dieting (P  = 0.54). Self-imposed dietary restrictions were significantly associated with more hunger compared to adherence to dietary guidelines (<xref ref-type="table" rid="pone-0097834-t003"><bold>Table 3</bold></xref><bold> and </bold><xref ref-type="table" rid="pone-0097834-t004"><bold>4</bold></xref>).</p>
<p>Overall, number of achieved diets were not an effect modifier of diet perception by subjects, single dieters rating the same diet the same way as multiple dieters.</p>
</sec></sec></sec><sec id="s4">
<title>Discussion</title>
<p>The prevalence of dieters in our sample is comparable to that reported in a representative sample of the French population.<xref ref-type="bibr" rid="pone.0097834-AgenceFranaisedeScuritSanitairedes1">[30]</xref> However, compared to other international and particularly North American studies, the prevalence of weight-loss strategies in our population was relatively low.<xref ref-type="bibr" rid="pone.0097834-Weiss1">[9]</xref>, <xref ref-type="bibr" rid="pone.0097834-1">[10]</xref>This can be related to the fact that dieting behaviors are closely related to BMI, and compared to the rates in the USA, France has a lower prevalence of overweight/obesity.<xref ref-type="bibr" rid="pone.0097834-Castetbon1">[31]</xref>, <xref ref-type="bibr" rid="pone.0097834-Ezzati1">[32]</xref> Still, our interest was not characterization of dieters per se, or giving population-level estimates of dieting outcomes.</p>
<p>As hypothesized, circumstances and types of diets followed by men or women differed markedly. Gender differences in the prevalence of dieting have been consistently reported<xref ref-type="bibr" rid="pone.0097834-Weiss1">[9]</xref>, <xref ref-type="bibr" rid="pone.0097834-Kruger1">[26]</xref>, <xref ref-type="bibr" rid="pone.0097834-Serdula1">[27]</xref> and can be explained by double standards regarding the social pressure for thinness, driving body dissatisfaction.<xref ref-type="bibr" rid="pone.0097834-Pingitore1">[33]</xref> Women start experiencing social (and even family) pressure for thinness and body dissatisfaction at a very early age,<xref ref-type="bibr" rid="pone.0097834-Phares1">[34]</xref>, <xref ref-type="bibr" rid="pone.0097834-Presnell1">[35]</xref> and therefore start dieting earlier and more repeatedly.</p>
<p>Consistent with our results, results from NHANES showed that strategies for losing weight differed according to gender: men were found to be more likely to exercise than were women and less likely to join a weight-loss program.<xref ref-type="bibr" rid="pone.0097834-Weiss1">[9]</xref>, <xref ref-type="bibr" rid="pone.0097834-Serdula1">[27]</xref> Differing strategies for losing weight according to gender can be related to differing weight goals when dieting, with women tending to have higher weight loss goals than men.<xref ref-type="bibr" rid="pone.0097834-Serdula1">[27]</xref>, <xref ref-type="bibr" rid="pone.0097834-Nothwehr1">[36]</xref> Our results extend these findings, showing that despite differences in the choices made by men and women in terms of diet strategies, their perceptions tend to be similar.</p>
<p>Diets prescribed by health professionals were associated with the most positive perceptions: they were perceived as being relatively easy to follow, as leading to reduced frustration, and more importantly, as being less likely to lead to weight regain or to dietary imbalance following cessation. Health professionals are likely to be aware of the importance of setting achievable goals for dieters<xref ref-type="bibr" rid="pone.0097834-DalleGrave1">[37]</xref>, and of the health impact of even modest weight loss.<xref ref-type="bibr" rid="pone.0097834-Blackburn1">[21]</xref> In fact, expert recommendations now tend to shift from low- and very-low-calorie diets to moderate restrictions<xref ref-type="bibr" rid="pone.0097834-Das1">[38]</xref>, <xref ref-type="bibr" rid="pone.0097834-Frost1">[39]</xref> concomitant with physical activity<xref ref-type="bibr" rid="pone.0097834-Donnelly1">[40]</xref> in order to achieve progressive weight loss. Finally, health professionals personalize dietary advice to individual lifestyles and dietary preferences. They are often engaged in the individualized and active follow-up of their patients. All of these considerations could explain the positive perceptions that such diets generate.</p>
<p>On the other hand, commercial diet plans and self-imposed dietary restrictions appear to entail the least favorable perceptions. Popular commercial diets rely mostly on calorie restrictions regarding specific macronutrients and are often quite different from dietary recommendations.<xref ref-type="bibr" rid="pone.0097834-AgenceNationaledeSecuritSanitairedelAlimentation1">[41]</xref> The Dukan and Atkins diets, for example, are low-calorie diets with very low carbohydrate and very high protein intakes.<xref ref-type="bibr" rid="pone.0097834-Foster1">[42]</xref> Thus, alterations in macronutrient supply can alter signals of hunger and satiety.<xref ref-type="bibr" rid="pone.0097834-Freedman1">[25]</xref>, <xref ref-type="bibr" rid="pone.0097834-Stubbs1">[43]</xref> Regardless of the macronutrient composition, the extent of calorie restriction has been negatively related to compliance with the diet.<xref ref-type="bibr" rid="pone.0097834-Dansinger1">[44]</xref>, <xref ref-type="bibr" rid="pone.0097834-Del2">[45]</xref> Such characteristics of commercial diet plans are likely to explain at least in part the negative outcomes we observed in terms of perceptions. Moreover, exercise concomitant with dietary restriction is also an important determinant of weight loss and weight-loss maintenance in the long term.<xref ref-type="bibr" rid="pone.0097834-Jakicic1">[46]</xref> We observed that commercial diets were not likely to be followed in parallel with exercise. This result is consistent with those of a qualitative study in a sample of obese subjects indicating that whereas subjects engaged repeatedly in commercial diets, few engaged in physical activity.<xref ref-type="bibr" rid="pone.0097834-Thomas1">[47]</xref></p>
<p>Following a generally balanced diet informed by official dietary recommendations appeared to be a well perceived strategy for losing weight, often equally favorably perceived as a diet prescribed by a health professional. In France, the Programme National Nutrition Santé is a national public health program aiming at improving through nutrition the health status of the general population.<xref ref-type="bibr" rid="pone.0097834-Hercberg2">[29]</xref> Initially set in 2000 for a period of five years, it has regularly been renewed and is now in its third phase.<xref ref-type="bibr" rid="pone.0097834-MinistreduTravail1">[48]</xref> While public health objectives pertaining to the lowering of the prevalence of overweight and obesity are included in the program's framework, no specific dietary recommendations have been disseminated as to optimal weight.<xref ref-type="bibr" rid="pone.0097834-Hercberg2">[29]</xref>, <xref ref-type="bibr" rid="pone.0097834-MinistreduTravail1">[48]</xref> Here, we observed that these dietary recommendations have empowered subjects to balance their own diets in order to lose weight, leading to positive results. This could prompt authorities to enlarge current recommendations in order to encompass advice for weight maintenance and optimal weight. However, such dietary recommendations should be carefully developed in order not to increase the already substantial social pressure regarding thinness or the stigmatization of obese subjects.<xref ref-type="bibr" rid="pone.0097834-Puhl3">[49]</xref></p>
<p>Among all dieting strategies, commercial coaching programs appeared to be midway between commercial diet plans and the adherence to recommendations as regards perceptions of the diet, feelings of hunger, frustration. Weight loss in commercial coaching programs is mostly related to retaining rate, with the most active subjects in the programs having the most beneficial results.<xref ref-type="bibr" rid="pone.0097834-Finley1">[13]</xref>, <xref ref-type="bibr" rid="pone.0097834-Tsai2">[50]</xref>, <xref ref-type="bibr" rid="pone.0097834-Wing1">[51]</xref> Participation in weight-loss programs is hindered by costs, as the most frequent motivation for dropping out of the program is its cost at the individual level.<xref ref-type="bibr" rid="pone.0097834-Spielman1">[52]</xref> This could explain in part our results, especially as regards subjects who were not able to complete the program for financial reasons even though they had perceived it positively.</p>
<sec id="s4a">
<title>Strengths and limitations</title>
<p>Strengths of our study include the comprehensive investigation of dieting behaviors and dieting perception in a large sample issued from the general population, an original categorization of diets according to their type as marketed to the public, and a multivariable analyses taking into account extensive adjustment, both at the subject's and at the diet levels.</p>
<p>Our results are derived from observational data exclusively. Subjects therefore self-selected the types of diets that they undertook. Therefore, the observed associations could be related to this self-selection of subjects to different types of diet rather than stemming from diet differences in themselves. However, taking into account such confounding is arduous, as determinants of choice of types of diets by individuals are bound to be complex.</p>
<p>Our study is subject to limitations. First, we retrospectively investigated the perceptions of the diets. Recall bias would be of particular concern in cases where the perceived long-term effectiveness of the diet was low. Indeed, long-term weight regain is likely to hinder perception of diets performed several years before. However, we were able to minimize this bias, taking into account related covariables, such as total number of diets followed, rank of the diet (among multiple diets) and time since diet cessation. Second, we were not able to document actual weight loss for each diet, which could have strengthened and extended our results pertaining to weight regain. However, our primary objective was to document perceptions of the various types of diets.</p>
<p>Our population included French residents, which live in a specific food environment, including a culture of diversified food behaviour, and a nutritional prevention public health program of more than a decade long.<xref ref-type="bibr" rid="pone.0097834-Hercberg2">[29]</xref>, <xref ref-type="bibr" rid="pone.0097834-Rozin1">[53]</xref> Moreover, weight loss popular diets differ across countries and time. However, if food environments are different across countries, it has been shown that dietary behaviors, perception of overweight and weight-loss attempts are comparable across Western countries.<xref ref-type="bibr" rid="pone.0097834-Wardle1">[54]</xref>, <xref ref-type="bibr" rid="pone.0097834-Drewnowski1">[55]</xref> Finally, our sample was drawn from subjects included in an e-cohort investigating specifically nutrition. As such, our population is likely to be more health-conscious and more aware of the relationships between nutrition and health. Moreover, Internet recruitment of subjects can be prone to specific selection biases. However, we were able to show that the Nutrinet-Santé study has been able to recruit participants of various profiles, therefore limiting such bias. <xref ref-type="bibr" rid="pone.0097834-KesseGuyot1">[56]</xref> However, given these limitations perception of dieting strategies may differ from the general population, altering the generalization of our results.</p>
</sec></sec><sec id="s5">
<title>Conclusions</title>
<p>In conclusion, our results show that beside diets prescribed by health professionals, which should be followed only in individually-determined clinical situations, counseling relying on dietary recommendations as they are disseminated in the general population could serve as a useful and well perceived strategy to achieve both dietary balance and weight control. Attention should be drawn to commercial diet plans, as they are both negatively perceived and give relatively poor results.</p>
</sec><sec id="s6">
<title>Supporting Information</title>
<supplementary-material id="pone.0097834.s001" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="info:doi/10.1371/journal.pone.0097834.s001" position="float" xlink:type="simple"><label>Figure S1</label><caption>
<p>Flow-chart of inclusions in the study.</p>
<p>(DOCX)</p>
</caption></supplementary-material><supplementary-material id="pone.0097834.s002" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="info:doi/10.1371/journal.pone.0097834.s002" position="float" xlink:type="simple"><label>Table S1</label><caption>
<p>Detailed information on the type of diet followed.</p>
<p>(DOCX)</p>
</caption></supplementary-material><supplementary-material id="pone.0097834.s003" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="info:doi/10.1371/journal.pone.0097834.s003" position="float" xlink:type="simple"><label>Table S2</label><caption>
<p>Diet perception according to the type of diet followed – Cross-tabulations– Men (n = 2311).</p>
<p>(DOCX)</p>
</caption></supplementary-material><supplementary-material id="pone.0097834.s004" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="info:doi/10.1371/journal.pone.0097834.s004" position="float" xlink:type="simple"><label>Table S3</label><caption>
<p>Diet perception according to the type of diet performed – Cross-tabulations- Women (n = 18036).</p>
<p>(DOCX)</p>
</caption></supplementary-material><supplementary-material id="pone.0097834.s005" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="info:doi/10.1371/journal.pone.0097834.s005" position="float" xlink:type="simple"><label>Table S4</label><caption>
<p>Comparison between subjects having followed at least one weight loss diet in the past three years and subjects not having followed any; Analyses stratified by gender.</p>
<p>(DOCX)</p>
</caption></supplementary-material></sec></body>
<back>
<ack>
<p>We thank the scientists, dietitians, technicians and assistants who helped to carry out NutriNetSante' test studies, and all dedicated and conscientious volunteers.</p>
<p>The authors thank Véronique Gourlet for data management, data cleaning and statistical analyses.</p>
<p>We especially thank Véronique Gourlet for performing the data cleaning and statistical analysis; Charlie Ménard, Fabien Szabo for computer data management; and Gwenael Monot</p>
<p>(computer scientist), who is coordinating the computer aspects of the NutriNet-Sante' study.</p>
<p>We thank Voluntis (a healthcare software company) and MXS (a software company specialising in dietary assessment tools) for developing the NutriNet-Sante' web-based interface according to our guidelines.</p>
<p>We thank all of the Nutrinet-Santé Volunteers who accepted to participate in this study.</p>
<p><bold>Study registration</bold></p>
<p>The Nutrinet-santé study was registered under the EudraCT number 2013-000929-31.</p>
</ack>
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