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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2017.01330</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>An Analysis of the Connectedness to Nature Scale Based on Item Response Theory</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Pasca</surname> <given-names>Laura</given-names></name>
<xref ref-type="author-notes" rid="fn001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/409177/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Aragon&#x00E9;s</surname> <given-names>Juan I.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/263955/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Coello</surname> <given-names>Mar&#x00ED;a T.</given-names></name>
</contrib>
</contrib-group>
<aff><institution>Faculty of Psychology, Complutense University of Madrid</institution> <country>Madrid, Spain</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: <italic>Giuseppe Carrus, Roma Tre University, Italy</italic></p></fn>
<fn fn-type="edited-by"><p>Reviewed by: <italic>Paola Passafaro, Sapienza Universit&#x00E0; di Roma, Italy; Karine Weiss, University of N&#x00EE;mes, France; Victor Corral-Verdugo, Universidad de Sonora, Mexico</italic></p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x002A;Correspondence: <italic>Laura Pasca, <email>laura.pasca@ucm.es</email></italic></p></fn>
<fn fn-type="other" id="fn002"><p>This article was submitted to Environmental Psychology, a section of the journal Frontiers in Psychology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>04</day>
<month>08</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>08</volume>
<elocation-id>1330</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>02</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>07</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2017 Pasca, Aragon&#x00E9;s and Coello.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Pasca, Aragon&#x00E9;s and Coello</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>
<abstract>
<p>The Connectedness to Nature Scale (CNS) is used as a measure of the subjective cognitive connection between individuals and nature. However, to date, it has not been analyzed at the item level to confirm its quality. In the present study, we conduct such an analysis based on Item Response Theory. We employed data from previous studies using the Spanish-language version of the CNS, analyzing a sample of 1008 participants. The results show that seven items presented appropriate indices of discrimination and difficulty, in addition to a good fit. The remaining six have inadequate discrimination indices and do not present a good fit. A second study with 321 participants shows that the seven-item scale has adequate levels of reliability and validity. Therefore, it would be appropriate to use a reduced version of the scale after eliminating the items that display inappropriate behavior, since they may interfere with research results on connectedness to nature.</p>
</abstract>
<kwd-group>
<kwd>connectedness</kwd>
<kwd>Item Response Theory</kwd>
<kwd>CNS</kwd>
<kwd>nature</kwd>
<kwd>inclusion of nature in self</kwd>
</kwd-group>
<contract-num rid="cn001">PSI2013-41601-P</contract-num>
<contract-sponsor id="cn001">Ministerio de Ciencia e Innovaci&#x00F3;n<named-content content-type="fundref-id">10.13039/501100004837</named-content></contract-sponsor>
<counts>
<fig-count count="0"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="33"/>
<page-count count="6"/>
<word-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec><title>Introduction</title>
<p>In the field of environmental concerns, the relationship between the <italic>self</italic> and nature has been a subject of increasing study in recent years. Ideas in this regard have been grouped under the label of environmental connectedness (<xref ref-type="bibr" rid="B3">Beery and Wolf-Watz, 2014</xref>). Human beings depend both physically and emotionally on nature, and at the same time, nature depends on human beings (<xref ref-type="bibr" rid="B10">Davis et al., 2009</xref>). The complexity of this relationship emerges when it is operationalized, and so researchers have developed different concepts in which this link always has an underlying role, with emphasis placed on different aspects. Accordingly, in research one encounters terms such as: &#x201C;emotional affinity toward nature&#x201D; (<xref ref-type="bibr" rid="B15">Kals et al., 1999</xref>), &#x201C;Inclusion of Nature of Self&#x201D; (<xref ref-type="bibr" rid="B31">Schultz, 2001</xref>), &#x201C;environmental identity&#x201D; (<xref ref-type="bibr" rid="B8">Clayton, 2003</xref>), &#x201C;connectedness to nature&#x201D; (<xref ref-type="bibr" rid="B19">Mayer and Frantz, 2004</xref>), &#x201C;connectivity with nature&#x201D; (<xref ref-type="bibr" rid="B12">Dutcher et al., 2007</xref>), &#x201C;commitment to the environment&#x201D; (<xref ref-type="bibr" rid="B10">Davis et al., 2009</xref>), &#x201C;Nature Relatedness&#x201D; (<xref ref-type="bibr" rid="B21">Nisbet et al., 2009</xref>) and &#x201C;love and care for nature&#x201D; (<xref ref-type="bibr" rid="B27">Perkins, 2010</xref>). However, despite the different concepts and measures, these are all expressions of the same construct: a subjective connection to nature (<xref ref-type="bibr" rid="B32">Tam, 2013</xref>; <xref ref-type="bibr" rid="B6">Capaldi et al., 2014</xref>). In fact, <xref ref-type="bibr" rid="B32">Tam (2013)</xref> found that the different concepts formed a single latent construct, but upon comparing the correlations of each measure with the different criterion variables traditionally related to connectedness, it was observed that the magnitude of these correlations is not equal.</p>
<p>Relations between the <italic>self</italic> and nature are not only biophysical in nature. Rather, other dimensions corresponding to cultural and spiritual development can also be contemplated. For some authors (<xref ref-type="bibr" rid="B12">Dutcher et al., 2007</xref>), relations not only refer to how nature is part of human beings, but also to how humans are perceived as part of nature. The complexity of the relationship is still greater if one considers the standpoint taken by <xref ref-type="bibr" rid="B20">Nisbet and Zelenski (2013</xref>, p. 2), who point out that the relationship is &#x201C;not simply a love of nature, or enjoyment of only the superficially pleasing facets of nature, but rather an awareness and understanding of all aspects of the natural world, even those that are not aesthetically appealing or useful to humans.&#x201D;</p>
<p>Worth highlighting among the multiple approaches to measuring the relationship between the <italic>self</italic> and nature is the connectedness to nature scale (CNS) developed by <xref ref-type="bibr" rid="B19">Mayer and Frantz (2004)</xref> owing to its frequent use (e.g., <xref ref-type="bibr" rid="B4">Br&#x00FC;gger et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Corraliza and Bethelmy, 2011</xref>; <xref ref-type="bibr" rid="B22">Olivos and Aragon&#x00E9;s, 2011</xref>; <xref ref-type="bibr" rid="B7">Cervinka et al., 2012</xref>; <xref ref-type="bibr" rid="B18">Matas-Terr&#x00F3;n and El&#x00F3;segui-Bandera, 2012</xref>; <xref ref-type="bibr" rid="B25">Olivos et al., 2013</xref>; <xref ref-type="bibr" rid="B23">Olivos and Aragon&#x00E9;s, 2014</xref>; <xref ref-type="bibr" rid="B33">Zhang et al., 2014</xref>). This scale comprises 13 items with a graded response, in which participants must be situated along a continuum of five points. It originally consisted of 14 items. However, both the authors of the original scale and <xref ref-type="bibr" rid="B24">Olivos et al. (2011)</xref> noted that item 12 presents factor loadings lower than 0.3, and as a result, it was dropped in later works.</p>
<p>Although the CNS has been frequently used in English and in Spanish and its construct validity has been analyzed, demonstrating its cognitive nature (<xref ref-type="bibr" rid="B28">Perrin and Benassi, 2009</xref>), it has never been subjected to an item analysis. Therefore, we considered necessary an analysis to ensure the concept of connectedness was being measured correctly, such as that facilitated by Item Response Theory (IRT) models. These models allow to identify the extent to which each of the items discriminates between individuals with different levels of connectedness, as well as item difficulty parameters, thus providing the response probabilities based on the real level of connectedness. On the other hand, the main characteristic of IRT models is the independence of the sample to which they are applied, which is especially relevant when analyzing a scale used in such diverse contexts. Accordingly, the purpose of the present study is to perform this analysis on the Spanish version of the scale using IRT, and thus refine it to obtain a shorter version with greater accuracy of measurement.</p>
</sec>
<sec><title>Study 1</title>
<sec><title>Method</title>
<sec><title>Participants and Instrument</title>
<p>The sample was obtained by requesting the databases of different authors who have used the Spanish-language CNS in their work. The total sample comprised 1008 participants extracted from the databases of <xref ref-type="bibr" rid="B1">Aragon&#x00E9;s et al. (2011</xref>, <xref ref-type="bibr" rid="B2">2013</xref>) and <xref ref-type="bibr" rid="B25">Olivos et al. (2013)</xref>. There were no differences between them as regards the means on the CNS. The mean age of the participants was 21.7 (<italic>SD</italic> = 4.2); 74.9% of the participants were female.</p>
</sec>
<sec><title>Data Analysis</title>
<p>The scale was analyzed using IRT models. These models provide estimators of the parameters that characterize the items which do not depend on the samples of participants to whom the test has been applied. Furthermore, the parameters that characterize a participant do not depend on the sample of items employed (<xref ref-type="bibr" rid="B16">Lord, 1980</xref>; <xref ref-type="bibr" rid="B14">Hambleton and Swaminathan, 1985</xref>). To analyze items such as those of the CNS based on IRT, polytomous models are required to represent the non-linear relationship between the level of the variable and the probability of responding to a given category (<xref ref-type="bibr" rid="B13">Embretson and Reise, 2000</xref>). <xref ref-type="bibr" rid="B30">Samejima (1969)</xref> proposed graded response models, because responses cannot always be categorized in terms of correctness or error, which is what IRT has traditionally analyzed. This model is especially suitable for items whose response categories are scored between 1 and the number of categories, so the choice of the highest category implies a higher level in the construct, as is the case with CNS.</p>
<sec>
<title>Unidimensionality</title>
<p>One of the fundamental assumptions of unidimensional parametric IRT models is that the measured construct is unidimensional&#x2014;in other words, that the covariance between items can be explained by a single factor. The CNS scale was originally created to measure the cognitive component of connectedness only. The usual procedure for establishing dimensionality is the use of factor analysis (<xref ref-type="bibr" rid="B13">Embretson and Reise, 2000</xref>). To this end, we used the program FACTOR 9.3 (<xref ref-type="bibr" rid="B17">Lorenzo-Seva and Ferrando, 2006</xref>), considering the items as ordinals. In addition, this statistical analysis is an aspect that allows validation of the internal structure of the scale (<xref ref-type="bibr" rid="B29">Rios and Wells, 2014</xref>).</p>
</sec>
<sec>
<title>Calibration of the IRT items</title>
<p>To ascertain the quality of each of the items that make up the CNS, we estimated the discrimination and difficulty parameters, through <xref ref-type="bibr" rid="B30">Samejima&#x2019;s (1969)</xref> Graded Response Model (GRM), which estimates individual slopes for each of the CNS items. We evaluated the fit of the model for each item. We carried out IRT analysis with the IRT.PRO program (<xref ref-type="bibr" rid="B5">Cai et al., 2012</xref>). Finally, we examined whether there were problems of local dependency. Items exhibiting local dependency will tend to present higher slopes than those shown by other items.</p>
</sec>
</sec></sec>
<sec><title>Results</title>
<p>We first present the descriptive statistics (<bold>Table <xref ref-type="table" rid="T1">1</xref></bold>), which show the means and standard deviations for each of the items, as well as their correlations with the total score on the scale.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Descriptive statistics of Connectedness to Nature Scale (CNS) items.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<th valign="top" align="left">Mean</th>
<th valign="top" align="left"><italic>SD</italic></th>
<th valign="top" align="left">Correlation with total</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">(1) I often feel a sense of oneness with the natural world around me.</td>
<td valign="top" align="left">3.57</td>
<td valign="top" align="left">0.810</td>
<td valign="top" align="left">0.530<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>A menudo me siento en uni&#x00F3;n con el mundo natural que me rodea</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(2) I think of the natural world as a community to which I belong.</td>
<td valign="top" align="left">3.66</td>
<td valign="top" align="left">0.828</td>
<td valign="top" align="left">0.551<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>Pienso en el mundo natural como en la comunidad a la que pertenezco</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(3) I recognize and appreciate the intelligence of other living organisms.</td>
<td valign="top" align="left">4.26</td>
<td valign="top" align="left">0.732</td>
<td valign="top" align="left">0.411<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>Reconozco y valoro la inteligencia de otros seres vivos</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(4) I often feel disconnected from nature.</td>
<td valign="top" align="left">3.06</td>
<td valign="top" align="left">1.044</td>
<td valign="top" align="left">0.289<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>Frecuentemente me siento desconectada/o de la naturaleza</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(5) When I think of my life, I imagine myself to be part of a larger cyclical process of living.</td>
<td valign="top" align="left">3.34</td>
<td valign="top" align="left">0.979</td>
<td valign="top" align="left">0.558<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>Cuando pienso en mi vida me imagino a m&#x00ED; misma/o formando parte de un proceso c&#x00ED;clico m&#x00E1;s amplio de la vida</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(6) I often feel a kinship with animals and plants.</td>
<td valign="top" align="left">3.00</td>
<td valign="top" align="left">1.079</td>
<td valign="top" align="left">0.648<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>A menudo me siento emparentada/o con los animales y plantas</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(7) I feel as though I belong to the Earth as equally as it belongs to me.</td>
<td valign="top" align="left">3.15</td>
<td valign="top" align="left">0.973</td>
<td valign="top" align="left">0.629<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>Siento como si perteneciera a la Tierra de la misma forma que ella me pertenece a m&#x00ED;</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(8) I have a deep understanding of how my actions affect the natural world.</td>
<td valign="top" align="left">3.83</td>
<td valign="top" align="left">0.869</td>
<td valign="top" align="left">0.486<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>Tengo una intensa comprensi&#x00F3;n de c&#x00F3;mo mis actos afectan al mundo natural</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(9) I often feel part of the web of life.</td>
<td valign="top" align="left">3.59</td>
<td valign="top" align="left">0.843</td>
<td valign="top" align="left">0.588<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>Frecuentemente me siento parte de la trama de la vida</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(10) I feel that all inhabitants of Earth, human and non-human, share a common &#x201C;life force.&#x201D;</td>
<td valign="top" align="left">3.52</td>
<td valign="top" align="left">0.982</td>
<td valign="top" align="left">0.604<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>Siento que todos los habitantes de la Tierra, humanos y no humanos, comparten una &#x201C;fuerza vital&#x201D; com&#x00FA;n</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(11) Like a tree can be part of a forest, I feel embedded within the broader natural world.</td>
<td valign="top" align="left">3.45</td>
<td valign="top" align="left">0.864</td>
<td valign="top" align="left">0.667<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>De igual forma que el &#x00E1;rbol forma parte del bosque, yo me siento incrustada/o dentro del mundo natural m&#x00E1;s amplio</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(12) I often feel like I am only a small part of the natural world around me, and that I am no more important than the grass on the ground or the birds in the trees.</td>
<td valign="top" align="left">3.21</td>
<td valign="top" align="left">1.067</td>
<td valign="top" align="left">0.478<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>A menudo siento que s&#x00F3;lo soy una peque&#x00F1;a parte del mundo natural que me rodea, y que no soy m&#x00E1;s importante que la hierba del suelo o los p&#x00E1;jaros de los &#x00E1;rboles</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
</tr>
<tr>
<td valign="top" align="left">(13) My personal welfare is independent of the welfare of the natural world.</td>
<td valign="top" align="left">3.11</td>
<td valign="top" align="left">1.161</td>
<td valign="top" align="left">0.304<sup>&#x2217;</sup></td>
</tr>
<tr>
<td valign="top" align="left">&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;&#x00A0;<italic>Mi bienestar personal es independiente del bienestar del mundo natural</italic></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td>
<td valign="top" align="left"></td></tr>
</tbody></table>
<table-wrap-foot>
<attrib><sup>&#x2217;</sup><italic>p &#x003C; 0.01</italic>.</attrib>
</table-wrap-foot>
</table-wrap>
<sec><title>Evaluation of Dimensionality</title>
<p>Using the Unweighted Least Squares (ULS) method (GFI = 0.98), a single factor was obtained in the Exploratory Factor Analysis, explaining 20.9% of the variance, meaning that unidimensionality was assumed.</p>
</sec>
<sec><title>IRT Calibration</title>
<p>Upon analyzing the overall fit of the scale, we observed a value of -2LL = 31932.26. At item level, the S &#x2013; &#x03C7;<sup>2</sup> statistic was used to assess fit. The results are shown in <bold>Table <xref ref-type="table" rid="T2">2</xref></bold>, in which it can be seen that while most of the items present an acceptable fit, items 4 and 13 do not have a suitable fit in relation to the model (<italic>p</italic> &#x003C; 0.01). For this reason, these items were eliminated from subsequent analysis.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>S-<italic>X</italic><sup>2</sup> fit statistics.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Item</th>
<th valign="top" align="left"><italic>X</italic><sup>2</sup></th>
<th valign="top" align="left"><italic>df</italic></th>
<th valign="top" align="left">Probability</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">CNS1</td>
<td valign="top" align="left">76.67</td>
<td valign="top" align="left">76</td>
<td valign="top" align="left">0.4577</td></tr>
<tr>
<td valign="top" align="left">CNS2</td>
<td valign="top" align="left">71.91</td>
<td valign="top" align="left">74</td>
<td valign="top" align="left">0.5479</td>
</tr>
<tr>
<td valign="top" align="left">CNS3</td>
<td valign="top" align="left">65.85</td>
<td valign="top" align="left">68</td>
<td valign="top" align="left">0.5521</td></tr>
<tr>
<td valign="top" align="left">CNS4</td>
<td valign="top" align="left">235.66</td>
<td valign="top" align="left">107</td>
<td valign="top" align="left">0.0001</td>
</tr>
<tr>
<td valign="top" align="left">CNS5</td>
<td valign="top" align="left">76.16</td>
<td valign="top" align="left">86</td>
<td valign="top" align="left">0.7676</td></tr>
<tr>
<td valign="top" align="left">CNS6</td>
<td valign="top" align="left">88.22</td>
<td valign="top" align="left">84</td>
<td valign="top" align="left">0.3546</td>
</tr>
<tr>
<td valign="top" align="left">CNS7</td>
<td valign="top" align="left">107.05</td>
<td valign="top" align="left">80</td>
<td valign="top" align="left">0.0234</td></tr>
<tr>
<td valign="top" align="left">CNS8</td>
<td valign="top" align="left">89.18</td>
<td valign="top" align="left">86</td>
<td valign="top" align="left">0.3852</td>
</tr>
<tr>
<td valign="top" align="left">CNS9</td>
<td valign="top" align="left">98.77</td>
<td valign="top" align="left">76</td>
<td valign="top" align="left">0.0407</td></tr>
<tr>
<td valign="top" align="left">CNS10</td>
<td valign="top" align="left">93.24</td>
<td valign="top" align="left">80</td>
<td valign="top" align="left">0.1476</td>
</tr>
<tr>
<td valign="top" align="left">CNS11</td>
<td valign="top" align="left">82.86</td>
<td valign="top" align="left">68</td>
<td valign="top" align="left">0.1058</td></tr>
<tr>
<td valign="top" align="left">CNS12</td>
<td valign="top" align="left">125.67</td>
<td valign="top" align="left">96</td>
<td valign="top" align="left">0.0227</td>
</tr>
<tr>
<td valign="top" align="left">CNS13</td>
<td valign="top" align="left">150.57</td>
<td valign="top" align="left">109</td>
<td valign="top" align="left">0.0052</td></tr>
</tbody>
</table>
</table-wrap>
<p>To determine whether there is local independence (LI) &#x2013; that is, if there is no additional systematic covariance to the covariance between the underlying construct and the item &#x2013; LD &#x03C7;<sup>2</sup> was calculated, with &#x03C7;<sup>2</sup> = 25.1 being found for items 1 and 2. This means that the presence of both items in the scale is redundant since they measure the same aspect of the construct. For this reason, we decided to remove item 1 from the scale, as its discrimination index was lower than that of item 2, and, thus, the latter provides the scale with better psychometric properties. This also occurred with items 7 and 12 (&#x03C7;<sup>2</sup> = 10.6); we removed item 12, which had a discrimination index of 0.77.</p>
<p>We then performed a second analysis, in which we included the rest of the items, whose difficulty and discrimination parameters are shown in <bold>Table <xref ref-type="table" rid="T3">3</xref></bold>. First, it can be seen that the values of the discrimination index of item 3 (<italic>a</italic> = 0.80) and item 8 (<italic>a</italic> = 0. 95) do not reach the value 1, and so they do not discriminate particularly well among individuals with different values of connectedness to nature. Both items have negative values in all discrimination parameters except in <italic>b</italic><sub>4</sub>, so they are items in relation to which it is easy for participants to answer with any of the categories.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Estimates of the parameters of the items of the graded response model.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Item</th>
<th valign="top" align="center">Label</th>
<th valign="top" align="center"><italic>a</italic></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
<th valign="top" align="center"><italic>b</italic><sub>1</sub></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
<th valign="top" align="center"><italic>b</italic><sub>2</sub></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
<th valign="top" align="center"><italic>b</italic><sub>3</sub></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
<th valign="top" align="center"><italic>b</italic><sub>4</sub></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">CNS2</td>
<td valign="top" align="center">1.25</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">-4.19</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">-2.30</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">-0.56</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">2.08</td>
<td valign="top" align="center">0.15</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">CNS3</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">-6.78</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">-5.18</td>
<td valign="top" align="center">0.54</td>
<td valign="top" align="center">-2.75</td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="center">0.70</td>
<td valign="top" align="center">0.11</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">CNS5</td>
<td valign="top" align="center">1.28</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">-2.98</td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">-1.52</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">2.12</td>
<td valign="top" align="center">0.14</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">CNS6</td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">-2.09</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">-0.66</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">2.45</td>
<td valign="top" align="center">0.16</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">CNS7</td>
<td valign="top" align="center">1.64</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">-2.37</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">-0.96</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">2.09</td>
<td valign="top" align="center">0.13</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">CNS8</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">-4.71</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">-2.52</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">-1.09</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">1.87</td>
<td valign="top" align="center">0.16</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">CNS9</td>
<td valign="top" align="center">1.53</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">-3.30</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">-1.82</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">-0.34</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">1.95</td>
<td valign="top" align="center">0.12</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">CNS10</td>
<td valign="top" align="center">1.60</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">-2.61</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">-1.53</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">-0.17</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">1.62</td>
<td valign="top" align="center">0.10</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center">CNS11</td>
<td valign="top" align="center">1.91</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">-2.87</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">-1.52</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">-0.03</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">1.91</td>
<td valign="top" align="center">0.11</td></tr>
</tbody>
</table>
</table-wrap>
<p>The results obtained upon eliminating these last two items of the scale are shown in <bold>Table <xref ref-type="table" rid="T4">4</xref></bold>. This table shows that the remaining items have high discrimination indices, as well as difficulty indices that grow with the response categories. It is worth noting the quality of item 11 since it yields the highest discrimination parameter and the values for the difficulty parameters increase as the connectedness score rises.</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Estimates of the parameters of the items of the graded response model.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left">Item</th>
<th valign="top" align="center">Label</th>
<th valign="top" align="center"><italic>a</italic></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
<th valign="top" align="center"><italic>b</italic><sub>1</sub></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
<th valign="top" align="center"><italic>b</italic><sub>2</sub></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
<th valign="top" align="center"><italic>b</italic><sub>3</sub></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
<th valign="top" align="center"><italic>b</italic><sub>4</sub></th>
<th valign="top" align="center"><italic>s.e.</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">CNS2</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">-4.28</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">-2.35</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">-0.57</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">2.12</td>
<td valign="top" align="center">0.15</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">CNS5</td>
<td valign="top" align="center">1.32</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">-2.92</td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">-1.49</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">2.07</td>
<td valign="top" align="center">0.14</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">CNS6</td>
<td valign="top" align="center">1.27</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">-2.14</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">-0.68</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.71</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">2.52</td>
<td valign="top" align="center">0.17</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">CNS7</td>
<td valign="top" align="center">1.62</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">-2.38</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">-0.97</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">2.11</td>
<td valign="top" align="center">0.13</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">CNS9</td>
<td valign="top" align="center">1.53</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">-3.30</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">-1.82</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">-0.34</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">1.95</td>
<td valign="top" align="center">0.12</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">CNS10</td>
<td valign="top" align="center">1.63</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">-2.58</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="center">-1.51</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">-0.16</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">1.60</td>
<td valign="top" align="center">0.10</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">CNS11</td>
<td valign="top" align="center">1.99</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">-2.82</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">-1.49</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">-0.02</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">1.87</td>
<td valign="top" align="center">0.11</td></tr>
</tbody>
</table>
</table-wrap>
<p>Finally, to see if this modification of the scale reduces the misfit, we calculated the coefficient of determination, which indicates the proportion to which the misfit (<xref ref-type="bibr" rid="B26">Pardo and Ruiz, 2012</xref>) has been reduced. We verified that upon eliminating the previous items, the misfit was reduced by 88.63%.</p>
</sec>
</sec></sec>
<sec><title>Study 2</title>
<p>Having shortened the scale by means of the analyses conducted in study 1, it was necessary to verify whether the remaining seven-items of the scale provide adequate reliability and validity. To this end, we conducted the following study.</p>
<sec><title>Method</title>
<sec><title>Participants and Instrument</title>
<p>A total of 321 individuals from the general population of Madrid (Spain) participated in this study. Mean age was 45.42 years (<italic>SD</italic> = 9.62); 53.6% were female. All participants completed a self-administered questionnaire. This consisted of the briefer 7-item version of the CNS; the Love and Care for Nature Scale (LCS) designed by <xref ref-type="bibr" rid="B27">Perkins (2010)</xref>, which comprises 15 Likert-type items; and the 21-item Nature Relatedness Scale (NR-21) created by <xref ref-type="bibr" rid="B21">Nisbet et al. (2009)</xref>. Finally, participants provided their sociodemographic data.</p>
<p>Undergraduate students provided a maximum of three questionnaires completed by individuals from different 10-years age groups and of different gender, so as to ensure a heterogeneous sample.</p>
</sec>
</sec>
<sec><title>Results</title>
<p>In order to verify the reliability of the new version of the CNS-7, we conducted a reliability analysis, using Cronbach&#x2019;s alpha, which yielded adequate reliability (&#x03B1; = 0.866). Furthermore, to analyze the convergent validity, we calculated the correlations between the CNS-7 and the LCS (<italic>r</italic> = 0.63, <italic>p</italic> &#x003C; 0.01, <italic>n</italic> = 321) and NR-21 (<italic>r</italic> = 0.60, <italic>p</italic> &#x003C; 0.01, <italic>n</italic> = 321).</p>
</sec>
</sec>
<sec><title>Discussion</title>
<p>The need for a comprehensive analysis of the CNS is based on its widespread use in the field of studies in connection with nature. This analysis of the Spanish version attempts to determine whether the construct is correctly measured. The analyses carried out in this work show that the misfit that occurs in relation to the full 13-item scale is greatly reduced in the case of the shorter scale, following the removal of six items. First, items 4 (&#x201C;I often feel disconnected from nature&#x201D;) and 13 (&#x201C;My personal welfare is independent of the welfare of the natural world&#x201D;) were removed due to lack of fit. It is worth reflecting on item 4, since its wording makes explicit reference to the degree to which people feel connected to nature. If researchers use this item when they do not need a precise measure of connectedness, its use could lead to erroneous conclusions, since it does not present a good fit when measuring connectedness.</p>
<p>Second, we found redundant items in the scale, due to local dependency between items 1 (&#x201C;I often feel a sense of oneness with the natural world around me&#x201D;) and 2 (&#x201C;I think of the natural world as a community to which I belong&#x201D;), and between items 7 (&#x201C;I feel as though I belong to the Earth as equally as it belongs to me&#x201D;) and 12 (&#x201C;I often feel like I am only a small part of the natural world around me, and that I am no more important than the grass on the ground or the birds in the trees&#x201D;). Moreover, we noted that both item 3 (&#x201C;I recognize and appreciate the intelligence of other living organisms&#x201D;) and item 8 (&#x201C;I have a deep understanding of how my actions affect the natural world&#x201D;) do not discriminate well between individuals with different levels of connectedness. That is, the fact that an individual greatly recognizes and values the intelligence of other living beings does not necessarily imply that he or she is connected with nature. However, the remaining items had both a good fit and adequate discrimination and difficulty indices.</p>
<p>Furthermore, upon analyzing the new version of the scale in Study 2, we found that its reliability is high and, indeed, slightly higher than that obtained by <xref ref-type="bibr" rid="B19">Mayer and Frantz (2004)</xref> for their original 14-item scale. The convergent validity established with the LCS and NR-21 scales are also high if we consider the correlations obtained by Mayer and Frantz with the New Environmental Paradigm (NEP) scale and the biospheric value orientation, or those obtained by <xref ref-type="bibr" rid="B24">Olivos et al. (2011)</xref> with the Environmental Identity and Inclusion of Nature of Self scales.</p>
<p>By reducing the scale to seven items, we propose it would correctly measure connectedness insofar as the scores obtained would actually discriminate between individuals who are connected and those who are not, since they would have response probabilities to one category or another in relation to their actual level of connectedness. Thus, it can be concluded that some items from the original scale add noise to the measurement and that, as well as being more reliable, the new 7-item version is easier to administer.</p>
<p>In addition, we consider it important to point out the quality of item 11 (&#x201C;Like a tree can be part of a forest, I feel embedded within the broader natural world&#x201D;). This item proved to be very informative, and as a result it may be the best option in the event that it is necessary to measure connectedness with a single item.</p>
<sec><title>Future Direction</title>
<p>The Spanish version of the CNS (<xref ref-type="bibr" rid="B24">Olivos et al., 2011</xref>) seems to be a suitable option for measuring this concept provided that it is carried out using the seven items&#x2014;2, 5, 6, 7, 9, 10, and 11&#x2014;that presented good psychometric properties. In light of the results obtained, it would be appropriate to perform an analysis of the original scale (<xref ref-type="bibr" rid="B19">Mayer and Frantz, 2004</xref>) with English-speaking samples to verify to what degree the findings are similar to those contained in this work.</p>
<p>Furthermore, attention should be paid to what is understood by nature since, as <xref ref-type="bibr" rid="B11">Duffy and Verges (2009)</xref> suggest, individual differences in connectedness could be influenced by how people conceive of it.</p>
</sec>
</sec>
<sec><title>Author Contributions</title>
<p>LP, JA, and MC conceived and designed the work. LP analyzed the data. LP, JA, and MC wrote the paper.</p>
</sec>
<sec><title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</body>
<back>
<fn-group>
<fn fn-type="financial-disclosure">
<p><bold>Funding.</bold> This study was carried out as part of project PSI2013-41601-P, subsidized by the Ministry of Science and Innovation.</p>
</fn>
</fn-group>
<ack>
<p>Thanks to Pablo Olivos, Maria L. Lima, Ana Loureiro, and Oscar Navarro for sending us data files for their Studies.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aragon&#x00E9;s</surname> <given-names>J. I.</given-names></name> <name><surname>Olivos</surname> <given-names>P.</given-names></name> <name><surname>Lima</surname> <given-names>M. L.</given-names></name></person-group> (<year>2011</year>). &#x201C;<article-title>Conectividad con la naturaleza y bienestar hed&#x00F3;nico y eudaim&#x00F3;nico</article-title>,&#x201D; in <source><italic>Proceedings of the XI Conference on Environmental Psychology</italic></source>, <publisher-loc>Almer&#x00ED;a</publisher-loc>.</citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aragon&#x00E9;s</surname> <given-names>J. I.</given-names></name> <name><surname>Olivos</surname> <given-names>P.</given-names></name> <name><surname>Lima</surname> <given-names>M. L.</given-names></name> <name><surname>Loureiro</surname> <given-names>A.</given-names></name></person-group> (<year>2013</year>). &#x201C;<article-title>Connectedness, wellbeing and nature</article-title>,&#x201D; in <source><italic>Proceedings of the IAPS Conference</italic></source>, <publisher-loc>Glasgow</publisher-loc>.</citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Beery</surname> <given-names>T. H.</given-names></name> <name><surname>Wolf-Watz</surname> <given-names>D.</given-names></name></person-group> (<year>2014</year>). <article-title>Nature to place: rethinking the environmental connectedness perspective.</article-title> <source><italic>J. Environ. Psychol.</italic></source> <volume>40</volume> <fpage>198</fpage>&#x2013;<lpage>205</lpage>. <pub-id pub-id-type="doi">10.1016/j.jenvp.2014.06.006</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Br&#x00FC;gger</surname> <given-names>A.</given-names></name> <name><surname>Kaiser</surname> <given-names>F. G.</given-names></name> <name><surname>Roczen</surname> <given-names>N.</given-names></name></person-group> (<year>2011</year>). <article-title>One for all? Connectedness to nature, inclusion of nature, environmental identity, and implicit association with nature.</article-title> <source><italic>Eur. Psychol.</italic></source> <volume>16</volume> <fpage>324</fpage>&#x2013;<lpage>333</lpage>. <pub-id pub-id-type="doi">10.1027/1016-9040/a000032</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cai</surname> <given-names>L.</given-names></name> <name><surname>du Toit</surname> <given-names>S. H. C.</given-names></name> <name><surname>Thissen</surname> <given-names>D.</given-names></name></person-group> (<year>2012</year>). <source><italic>IRTPRO: Flexible Professional Item Response Theory Modeling for Patient Reported Outcomes (Computer Software).</italic></source> <publisher-loc>Chicago, IL</publisher-loc>: <publisher-name>SSI International</publisher-name>.</citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Capaldi</surname> <given-names>C. A.</given-names></name> <name><surname>Dopko</surname> <given-names>R. L.</given-names></name> <name><surname>Zelenski</surname> <given-names>J. M.</given-names></name></person-group> (<year>2014</year>). <article-title>The relationship between nature connectedness and happiness: a meta-analysis.</article-title> <source><italic>Front. Psychol.</italic></source> <volume>5</volume>:<issue>976</issue>. <pub-id pub-id-type="doi">10.3389/fpsyg.2014.00976</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cervinka</surname> <given-names>R.</given-names></name> <name><surname>R&#x00F6;derer</surname> <given-names>K.</given-names></name> <name><surname>Hefler</surname> <given-names>E.</given-names></name></person-group> (<year>2012</year>). <article-title>Are nature lovers happy? On various indicators of well-being and connectedness with nature.</article-title> <source><italic>J. Health Psychol.</italic></source> <volume>17</volume> <fpage>379</fpage>&#x2013;<lpage>388</lpage>. <pub-id pub-id-type="doi">10.1177/1359105311416873</pub-id></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Clayton</surname> <given-names>S.</given-names></name></person-group> (<year>2003</year>). &#x201C;<article-title>Environmental identity: a conceptual and an operational definition</article-title>,&#x201D; in <source><italic>Identity and the Natural Environment</italic></source>, <role>eds</role> <person-group person-group-type="editor"><name><surname>Clayton</surname> <given-names>S.</given-names></name> <name><surname>Opotow</surname> <given-names>S.</given-names></name></person-group> (<publisher-loc>Cambridge, MA</publisher-loc>: <publisher-name>MIT Press</publisher-name>), <fpage>45</fpage>&#x2013;<lpage>65</lpage>.</citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Corraliza</surname> <given-names>J. A.</given-names></name> <name><surname>Bethelmy</surname> <given-names>L. C.</given-names></name></person-group> (<year>2011</year>). <article-title>Vinculaci&#x00F3;n a la naturaleza y orientaci&#x00F3;n por la sostenibilidad.</article-title> <source><italic>Rev. Psicol. Soc.</italic></source> <volume>26</volume> <fpage>325</fpage>&#x2013;<lpage>336</lpage>. <pub-id pub-id-type="doi">10.1174/021347411797361338</pub-id></citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Davis</surname> <given-names>J. L.</given-names></name> <name><surname>Green</surname> <given-names>J. D.</given-names></name> <name><surname>Reed</surname> <given-names>A.</given-names></name></person-group> (<year>2009</year>). <article-title>Interdependence with the environment: commitment, interconnectedness, and environmental behavior.</article-title> <source><italic>J. Environ. Psychol.</italic></source> <volume>29</volume> <fpage>173</fpage>&#x2013;<lpage>180</lpage>. <pub-id pub-id-type="doi">10.1016/j.jenvp.2008.11.001</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Duffy</surname> <given-names>S.</given-names></name> <name><surname>Verges</surname> <given-names>M.</given-names></name></person-group> (<year>2009</year>). <article-title>Forces of nature affect implicit connections with nature.</article-title> <source><italic>Environ. Behav.</italic></source> <volume>41</volume> <fpage>741</fpage>&#x2013;<lpage>749</lpage>. <pub-id pub-id-type="doi">10.1177/0013916508323737</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dutcher</surname> <given-names>D. D.</given-names></name> <name><surname>Finley</surname> <given-names>J. C.</given-names></name> <name><surname>Luloff</surname> <given-names>A. E.</given-names></name> <name><surname>Johnson</surname> <given-names>J. B.</given-names></name></person-group> (<year>2007</year>). <article-title>Connectivity with nature as a measure of environmental values.</article-title> <source><italic>Environ. Behav.</italic></source> <volume>39</volume> <fpage>474</fpage>&#x2013;<lpage>493</lpage>. <pub-id pub-id-type="doi">10.1016/j.scitotenv.2016.08.209</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Embretson</surname> <given-names>S. E.</given-names></name> <name><surname>Reise</surname> <given-names>S. P.</given-names></name></person-group> (<year>2000</year>). <source><italic>Item Response Theory for Psychologists.</italic></source> <publisher-loc>Hillsdale, NJ</publisher-loc>: <publisher-name>Lawrence Erlbaum Associates</publisher-name>.</citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hambleton</surname> <given-names>R. K.</given-names></name> <name><surname>Swaminathan</surname> <given-names>H.</given-names></name></person-group> (<year>1985</year>). <source><italic>Item Response Theory: Principles and Applications.</italic></source> Boston, MA: Kluwer Accademic. <pub-id pub-id-type="doi">10.1007/978-94-017-1988-9</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kals</surname> <given-names>E.</given-names></name> <name><surname>Schumacher</surname> <given-names>D.</given-names></name> <name><surname>Montada</surname> <given-names>L.</given-names></name></person-group> (<year>1999</year>). <article-title>Emotional affinity toward nature as a motivational basis to protect nature.</article-title> <source><italic>Environ. Behav.</italic></source> <volume>31</volume> <fpage>178</fpage>&#x2013;<lpage>202</lpage>. <pub-id pub-id-type="doi">10.1177/00139169921972056</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lord</surname> <given-names>F. M.</given-names></name></person-group> (<year>1980</year>). <source><italic>Applications of &#x00CD;tem Response Theory to Practical Testing Problems.</italic></source> <publisher-loc>Hillsdale, NJ</publisher-loc>: <publisher-name>Erlbaum</publisher-name>.</citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lorenzo-Seva</surname> <given-names>U.</given-names></name> <name><surname>Ferrando</surname> <given-names>P. J.</given-names></name></person-group> (<year>2006</year>). <article-title>FACTOR: a computer program to fit the exploratory factor analysis model.</article-title> <source><italic>Behav. Res. Methods</italic></source> <volume>38</volume> <fpage>88</fpage>&#x2013;<lpage>91</lpage>. <pub-id pub-id-type="doi">10.3758/BF03192753</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Matas-Terr&#x00F3;n</surname> <given-names>A.</given-names></name> <name><surname>El&#x00F3;segui-Bandera</surname> <given-names>E.</given-names></name></person-group> (<year>2012</year>). <article-title>Caracter&#x00ED;sticas psicom&#x00E9;tricas de la escala de conectividad con la naturaleza en una muestra universitaria.</article-title> <source><italic>Psyecology</italic></source> <volume>3</volume> <fpage>41</fpage>&#x2013;<lpage>51</lpage>. <pub-id pub-id-type="doi">10.1174/217119712799240279</pub-id></citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mayer</surname> <given-names>F. S.</given-names></name> <name><surname>Frantz</surname> <given-names>C. M.</given-names></name></person-group> (<year>2004</year>). <article-title>The connectedness to nature scale: a measure of individuals&#x2019; feeling in community with nature.</article-title> <source><italic>J. Environ. Psychol.</italic></source> <volume>24</volume> <fpage>503</fpage>&#x2013;<lpage>515</lpage>. <pub-id pub-id-type="doi">10.1016/j.jenvp.2004.10.001</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nisbet</surname> <given-names>E. K.</given-names></name> <name><surname>Zelenski</surname> <given-names>J. M.</given-names></name></person-group> (<year>2013</year>). <article-title>TheNR-6: a new brief measure of nature relatedness.</article-title> <source><italic>Front. Psychol.</italic></source> <volume>4</volume>:<issue>813</issue>. <pub-id pub-id-type="doi">10.3389/fpsyg.2013.00813</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nisbet</surname> <given-names>E. K.</given-names></name> <name><surname>Zelenski</surname> <given-names>J. M.</given-names></name> <name><surname>Murphy</surname> <given-names>S. A.</given-names></name></person-group> (<year>2009</year>). <article-title>The nature relatedness scale: linking individuals&#x2019; connection with nature to environmental concern and behavior.</article-title> <source><italic>Environ. Behav.</italic></source> <volume>41</volume> <fpage>715</fpage>&#x2013;<lpage>740</lpage>. <pub-id pub-id-type="doi">10.1177/0013916508318748</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Olivos</surname> <given-names>P.</given-names></name> <name><surname>Aragon&#x00E9;s</surname> <given-names>J. I.</given-names></name></person-group> (<year>2011</year>). <article-title>Propiedades psicom&#x00E9;tricas de la Escala de Identidad Ambiental (EIA).</article-title> <source><italic>Psyecology</italic></source> <volume>2</volume> <fpage>15</fpage>&#x2013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1174/217119711794394671</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Olivos</surname> <given-names>P.</given-names></name> <name><surname>Aragon&#x00E9;s</surname> <given-names>J. I.</given-names></name></person-group> (<year>2014</year>). <article-title>Medio ambiente, self y conectividad con la naturaleza.</article-title> <source><italic>Rev. Mex. Psicol.</italic></source> <volume>31</volume> <fpage>71</fpage>&#x2013;<lpage>77</lpage>.</citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Olivos</surname> <given-names>P.</given-names></name> <name><surname>Aragon&#x00E9;s</surname> <given-names>J. I.</given-names></name> <name><surname>Am&#x00E9;rigo</surname> <given-names>M.</given-names></name></person-group> (<year>2011</year>). <article-title>The connectedness to nature scale and its relationship with environmental beliefs and identity.</article-title> <source><italic>Int. J. Hisp. Psychol.</italic></source> <volume>4</volume> <fpage>5</fpage>&#x2013;<lpage>19</lpage>.</citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Olivos</surname> <given-names>P.</given-names></name> <name><surname>Aragon&#x00E9;s</surname> <given-names>J. I.</given-names></name> <name><surname>Navarro</surname> <given-names>O.</given-names></name></person-group> (<year>2013</year>). <article-title>Educaci&#x00F3;n ambiental: itinerario en la naturaleza y su relaci&#x00F3;n con conectividad, preocupaciones ambientales y conducta.</article-title> <source><italic>Rev. Latinoam. Psicol.</italic></source> <volume>45</volume> <fpage>503</fpage>&#x2013;<lpage>513</lpage>.</citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pardo</surname> <given-names>A.</given-names></name> <name><surname>Ruiz</surname> <given-names>M. A.</given-names></name></person-group> (<year>2012</year>). <source><italic>An&#x00E1;lisis de Datos en Ciencias Sociales y de la Salud III.</italic></source> <publisher-loc>Madrid</publisher-loc>: <publisher-name>S&#x00ED;ntesis</publisher-name>.</citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Perkins</surname> <given-names>H. E.</given-names></name></person-group> (<year>2010</year>). <article-title>Measuring love and care for nature.</article-title> <source><italic>J. Environ. Psychol.</italic></source> <volume>30</volume> <fpage>455</fpage>&#x2013;<lpage>463</lpage>. <pub-id pub-id-type="doi">10.1016/j.jenvp.2010.05.004</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Perrin</surname> <given-names>J. L.</given-names></name> <name><surname>Benassi</surname> <given-names>V. A.</given-names></name></person-group> (<year>2009</year>). <article-title>The connectedness to nature scale: a measure of emotional connection to nature?</article-title> <source><italic>J. Environ. Psychol.</italic></source> <volume>29</volume> <fpage>434</fpage>&#x2013;<lpage>440</lpage>. <pub-id pub-id-type="doi">10.1016/j.jenvp.2009.03.003</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rios</surname> <given-names>J.</given-names></name> <name><surname>Wells</surname> <given-names>C.</given-names></name></person-group> (<year>2014</year>). <article-title>Validity evidence based on internal structure.</article-title> <source><italic>Psicothema</italic></source> <volume>26</volume> <fpage>108</fpage>&#x2013;<lpage>116</lpage>. <pub-id pub-id-type="doi">10.7334/psicothema2013.260</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Samejima</surname> <given-names>F.</given-names></name></person-group> (<year>1969</year>). <source><italic>Estimation of Latent Ability Using a Response Pattern of Graded Scores. Psychometrika Monograph, 17.</italic></source> <publisher-loc>Richmond, VA</publisher-loc>: <publisher-name>Psychometric Society</publisher-name>.</citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schultz</surname> <given-names>P. W.</given-names></name></person-group> (<year>2001</year>). <article-title>The structure of environmental concern: concern for self, other people, and the biosphere.</article-title> <source><italic>J. Environ. Psychol.</italic></source> <volume>21</volume> <fpage>327</fpage>&#x2013;<lpage>339</lpage>. <pub-id pub-id-type="doi">10.1006/jevp.2001.0227</pub-id></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tam</surname> <given-names>K.</given-names></name></person-group> (<year>2013</year>). <article-title>Concepts and measures related to connection to nature: similarities and differences.</article-title> <source><italic>J. Environ. Psychol.</italic></source> <volume>34</volume> <fpage>64</fpage>&#x2013;<lpage>78</lpage>. <pub-id pub-id-type="doi">10.1016/j.jenvp.2013.01.004</pub-id></citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>J. W.</given-names></name> <name><surname>Howell</surname> <given-names>R. T.</given-names></name> <name><surname>Iyer</surname> <given-names>R.</given-names></name></person-group> (<year>2014</year>). <article-title>Engagement with natural beauty moderates the positive relation between connectedness with nature and psychological well-being.</article-title> <source><italic>J. Environ. Psychol.</italic></source> <volume>38</volume> <fpage>55</fpage>&#x2013;<lpage>63</lpage>. <pub-id pub-id-type="doi">10.1016/j.jenvp.2013.12.013</pub-id></citation></ref>
</ref-list>
</back>
</article>