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Assessing neighborhood disorder: Validation of a three-factor observational scale
Evaluación del desorden en los vecindarios: validación de una escala observacional de tres factores
Miriam Marcoa,
Corresponding author
Miriam.Marco-Francisco@uv.es

Corresponding author.
, Enrique Graciaa, José M. Tomásb, Antonio López-Quílezc
a Department of Social Psychology, University of Valencia, Spain
b Department of Methodology of the Behavioral Sciences, University of Valencia, Spain
c Department of Statistics and Operations Research, University of Valencia, Spain
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          "en" => "<p id="spar0020" class="elsevierStyleSimplePara elsevierViewall">Standardized factor loadings and correlations for the confirmatory factor analyses of the Neighborhood Disorder Observational Scale&#46;</p> <p id="spar0025" class="elsevierStyleSimplePara elsevierViewall"><span class="elsevierStyleItalic">Note</span>&#46; All coefficients statistically significant &#40;<span class="elsevierStyleItalic">p</span> &#60; &#46;01&#41;&#59; Intoxicat &#61; intoxication&#59; Dealing &#61; drug dealing&#59; Vacant &#61; vacant houses&#59; Vandal&#46; &#61; vandalized buildings&#59; Residen&#46; &#61; residential deterioration&#59; Deter&#46; &#61; deteriorated facilities&#46;</p>"
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    "textoCompleto" => "<span class="elsevierStyleSections"><p id="par0005" class="elsevierStylePara elsevierViewall">In recent decades&#44; a large body of literature has examined the influence of neighborhood characteristics on a wide range of outcomes&#44; including health&#44; violence&#44; or crime &#40;<a class="elsevierStyleCrossRefs" href="#bib0090">Diez-Roux &#38; Mair&#44; 2010&#59; Kawachi &#38; Berkman&#44; 2003&#59; O&#8217;Campo et al&#46;&#44; 2015&#59; Sampson&#44; 2012&#59; Sampson&#44; Raudenbush&#44; &#38; Earls&#44; 1997</a>&#41;&#46; Among these neighborhood characteristics&#44; the concept of neighborhood disorder has played a central role and has received the attention of scholars from different disciplines like sociology&#44; criminology&#44; social psychology or epidemiology&#46; Neighborhood disorder can be defined as &#8220;observed or perceived physical and social features of neighborhoods that may signal the breakdown of order and social control&#44; and that can undermine the quality of life&#8221; &#40;<a class="elsevierStyleCrossRef" href="#bib0160">Gracia&#44; 2014</a>&#44; p&#46; 4325&#41;&#46; Examples of neighborhood disorder may include behaviors such as prostitution&#44; drug dealing&#44; and fighting in the streets&#44; or physical characteristics such as abandoned cars&#44; vandalized buildings&#44; or litter in the streets &#40;<a class="elsevierStyleCrossRefs" href="#bib0495">Sampson &#38; Raudenbush&#44; 1999&#59; Skogan&#44; 1990&#59; Taylor&#44; 2001&#59; Wilson &#38; Kelling&#44; 1982</a>&#41;&#46;</p><p id="par0010" class="elsevierStylePara elsevierViewall">The concept of neighborhood disorder can be linked to social disorganization theories and their idea that structural characteristics of neighorhoods&#44; like concentrated disadvantage&#44; can undermine social control and increase levels of violence&#44; crime&#44; and other negative outcomes &#40;<a class="elsevierStyleCrossRefs" href="#bib0160">Gracia&#44; 2014&#59; Kingston&#44; Huiziga&#44; &#38; Elliot&#44; 2009&#59; Kubrin &#38; Weitzer&#44; 2003&#59; Maimon &#38; Browning&#44; 2010&#59; Park&#44; Burgess&#44; &#38; McKenzie&#44; 1925&#59; Sampson et al&#46;&#44; 1997&#59; Shaw &#38; McKay&#44; 1942&#59; Wilson&#44; 1987</a>&#41;&#46; Also&#44; the Broken Windows Theory of urban decay has been of particular relevance for the wide appeal of the concept of neighborhood disorder &#40;<a class="elsevierStyleCrossRef" href="#bib0595">Wilson &#38; Kelling&#44; 1982</a>&#41;&#46; According to this perspective&#44; physical and social cues of neighborhood disorder signal the breakdown of formal and informal social controls leading to further disorder and crime &#40;<a class="elsevierStyleCrossRefs" href="#bib0160">Gracia&#44; 2014&#59; Perkins&#44; Meeks&#44; &#38; Taylor&#44; 1992&#59; Sampson &#38; Raudenbush&#44; 1999&#59; Skogan&#44; 1990&#59; Taylor&#44; 1997&#44; 2005&#59; Toet &#38; van Schaik&#44; 2012&#59; Wei&#44; Hipwell&#44; Pardini&#44; Beyers&#44; &#38; Loeber&#44; 2005&#59; York Cornwell &#38; Cagney&#44; 2014</a>&#41;&#46; According to <a class="elsevierStyleCrossRef" href="#bib0160">Gracia &#40;2014&#41;</a> &#8220;as neither residents nor external agencies &#40;e&#46;g&#46;&#44; police and other authorities&#41; are able or willing to intervene and maintain social order&#44; more disorder is facilitated&#44; and criminal activity is attracted&#8221; &#40;p&#46; 4325&#41;&#46; Neighborhood disorder would also trigger a number of community processes like fear&#44; insecurity&#44; powerlessness&#44; or mistrust that lead residents to disinvest in and withdraw from community life&#44; increasing social disorganization and neighborhood decline &#40;<a class="elsevierStyleCrossRefs" href="#bib0145">Geis &#38; Ross&#44; 1998&#59; Kawachi&#44; Kennedy&#44; &#38; Wilkinson&#44; 1999&#59; Kim &#38; Conley&#44; 2011&#59; Ross&#44; Mirowsky&#44; &#38; Pribesh&#44; 2001&#59; Skogan&#44; 1986&#44; 1990</a>&#41;&#46; In this regard&#44; neighborhood disorder has been linked to urban decay&#44; concentration of social problems&#44; racial or ethnic segregation&#44; social integration&#44; confidence in the police&#44; or public social control strategies like reporting crime &#40;<a class="elsevierStyleCrossRefs" href="#bib0170">Gracia&#44; Garcia&#44; &#38; Musitu&#44; 1995&#59; Gracia &#38; Herrero&#44; 2006a&#44; 2006b&#44; 2007&#59; Perkins et al&#46;&#44; 1992&#59; Perkins &#38; Taylor&#44; 1996&#59; Ross &#38; Mirowsky&#44; 1999&#59; Skogan&#44; 1990&#59; Taylor&#44; 1997&#59; Toet &#38; van Schaik&#44; 2012</a>&#41;&#46;</p><p id="par0015" class="elsevierStylePara elsevierViewall">Although neighborhood disorder has traditionally been studied in relation to street-level outcomes&#44; an increasing body of literature has also examined its influence on processes and outcomes that occur &#8220;behind closed doors&#8221; &#40;<a class="elsevierStyleCrossRef" href="#bib0610">Wright &#38; Benson&#44; 2011</a>&#41;&#44; such as parental socialization practices &#40;<a class="elsevierStyleCrossRefs" href="#bib0165">Gracia&#44; Fuentes&#44; Garc&#237;a&#44; &#38; Lila 2012&#59; Lila &#38; Gracia&#44; 2005&#59; McDonell&#44; 2007&#59; Roosa et al&#46;&#44; 2005&#59; Tendulkar&#44; Buka&#44; Dunn&#44; Subramanian&#44; &#38; Koenen&#44; 2010&#59; White&#44; Roosa&#44; Weaver&#44; &#38; Nair&#44; 2009&#59; Worton et al&#46;&#44; 2014</a>&#41;&#44; child maltreatment &#40;<a class="elsevierStyleCrossRefs" href="#bib0065">Coulton&#44; Crampton&#44; Irwin&#44; Spilsbury&#44; &#38; Korbin&#44; 2007&#59; Coulton&#44; Korbin&#44; &#38; Su&#44; 1999&#59; Freisthler&#44; Bruce&#44; &#38; Needell&#44; 2007&#59; Freisthler&#44; Merritt&#44; &#38; LaScala&#44; 2006&#59; Garbarino &#38; Sherman&#44; 1980&#59; Gracia &#38; Musitu&#44; 2003&#59; Lila &#38; Gracia&#44; 2005&#59; Martin-Storey et al&#46;&#44; 2012</a>&#41;&#44; or intimate partner violence &#40;<a class="elsevierStyleCrossRefs" href="#bib0075">Cunradi&#44; 2007&#44; 2009&#59; Gracia&#44; Herrero&#44; Lila&#44; &#38; Fuente&#44; 2009&#59; Gracia&#44; L&#243;pez-Qu&#237;lez&#44; Marco&#44; Lladosa&#44; &#38; Lila&#44; 2014&#44; 2015&#59; Kirst&#44; Lazgare&#44; Zhang&#44; &#38; O&#8217;Campo&#44; 2015</a>&#59; see <a class="elsevierStyleCrossRefs" href="#bib0010">Beyer&#44; Wallis&#44; &#38; Hamberger&#44; 2015&#59; Pinchevsky &#38; Wright&#44; 2012</a>&#44; for reviews&#41;&#46;</p><p id="par0020" class="elsevierStylePara elsevierViewall">More recently&#44; research on social disorder has also examined its influences on individual well-being indicators like subjective well-being&#44; psychological distress&#44; anxiety&#44; or depression &#40;<a class="elsevierStyleCrossRefs" href="#bib0135">Garc&#237;a-Ram&#237;rez&#44; Balc&#225;zar&#44; &#38; de Freitas&#44; 2014&#59; Herrero&#44; Gracia&#44; Fuente&#44; &#38; Lila&#44; 2012&#59; Hill &#38; Angel&#44; 2005&#59; Hombrados-Mendieta &#38; L&#243;pez-Espigares&#44; 2014&#59; Latkin &#38; Curry&#44; 2003&#59; Latkin&#44; German&#44; Hua&#44; &#38; Curry&#44; 2009&#59; O&#8217;Campo et al&#46;&#44; 2015&#59; Ross &#38; Mirowsky&#44; 2009</a>&#41;&#44; and how this may affect negative health behaviors such as low physical activity&#44; heavy drinking&#44; smoking&#44; or obesity &#40;<a class="elsevierStyleCrossRefs" href="#bib0030">Burdette &#38; Hill&#44; 2008&#59; Echeverr&#237;a&#44; Diez-Roux&#44; Shea&#44; Borrell&#44; &#38; Jackson&#44; 2008&#59; Hill&#44; Ross&#44; &#38; Angel&#44; 2005&#59; Keyes et al&#46;&#44; 2012&#59; O&#8217;Campo et al&#46;&#44; 2015&#59; Ross &#38; Mirowsky&#44; 2001</a>&#41;&#46; Research has also examined the association between neighborhood disorder and different public health issues such as health service usage&#44; low body weight at birth in children&#44; injuries&#44; sexually transmitted diseases&#44; loss of physical function in older adults&#44; and mortality risk &#40;<a class="elsevierStyleCrossRefs" href="#bib0005">Balfour &#38; Kaplan&#44; 2002&#59; Cohen et al&#46;&#44; 2000&#44; 2003&#59; Martin-Storey et al&#46;&#44; 2012&#59; Pearl&#44; Braveman&#44; &#38; Abrams&#44; 2001&#59; Winkleby &#38; Cubbin&#44; 2003</a>&#41;&#46;</p><span id="sec0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0025">Assessing Neighborhood Disorder</span><p id="par0025" class="elsevierStylePara elsevierViewall">Assessment of neighborhood disorder tipycally considers two types of disorder&#44; physical and social &#40;<a class="elsevierStyleCrossRefs" href="#bib0455">Robinson&#44; Lawton&#44; Taylor&#44; &#38; Perkins&#44; 2003&#59; Skogan &#38; Maxfield&#44; 1981&#59; Taylor &#38; Shumaker&#44; 1990</a>&#41;&#46; Physical disorder refer to urban landscapes with high levels of decay and deterioration&#46; For example&#44; abandoned houses&#44; graffiti&#44; trash on the streets&#44; abandoned cars&#44; used needles&#44; and vacant lots would exemplify physical disorder &#40;<a class="elsevierStyleCrossRefs" href="#bib0020">Brunton-Smith&#44; 2011&#59; Garvin&#44; Cannuscio &#38; Branas&#44; 2013&#59; Robinson et al&#46;&#44; 2003&#59; Sampson &#38; Raudenbush&#44; 1999&#59; Skogan&#44; 1990&#59; Taylor&#44; 2001</a>&#44; <a class="elsevierStyleCrossRef" href="#bib0570">Toet &#38; van Schaik&#44; 2012</a>&#41;&#46; Some scholars&#44; however&#44; make a further distinction between physical disorder and physical decay&#58; physical disorder would refer to features like dirt in the streets &#40;litter&#44; bottles&#44; condoms&#41;&#44; graffiti&#44; abandoned cars&#44; etc&#46; &#40;i&#46;e&#46;&#44; behavioral manifestations&#41;&#44; whereas physical decay would refer to structural characteristics that can arise from lack of institutional investments and have long term effects&#44; such as abandoned buildings&#44; burn-out houses&#44; badly deteriorated recreational facilities&#44; etc&#46; &#40;<a class="elsevierStyleCrossRefs" href="#bib0485">Sampson&#44; 2009&#59; Sampson &#38; Raudenbush&#44; 2004</a>&#41;&#46; As <a class="elsevierStyleCrossRef" href="#bib0500">Sampson and Raudenbush &#40;2004&#41;</a> argue&#44; it is important to make this distinction because physical disorder is &#8220;limited to behavioral manifestations &#40;e&#46;g&#46;&#44; graffiti&#44; garbage in the streets&#41; that can be conceptually decoupled from structural resources&#8221; &#40;p&#46; 326&#41;&#46; Social disorder refer&#44; on the other hand&#44; to events in public places seen as potentially threatening&#44; and can be exemplified by the presence of people taking drugs or alcohol in the street&#44; drug dealing&#44; fights and arguments&#44; presence of homeless people&#44; public drunkenness&#44; street prostitution&#44; high levels of police activity&#44; and other criminal or not criminal activities that create a sense of danger &#40;<a class="elsevierStyleCrossRefs" href="#bib0160">Gracia&#44; 2014&#59; Gracia &#38; Herrero&#44; 2007&#59; Robinson et al&#46;&#44; 2003&#59; Ross &#38; Mirowsky&#44; 2001&#59; Sampson&#44; 2009&#59; Sampson &#38; Raudenbush&#44; 2004</a>&#41;&#46; Despite some studies suggesting that physical and social disorder may overlap&#44; being order and disorder two ends of a single continuum &#40;<a class="elsevierStyleCrossRefs" href="#bib0465">Ross &#38; Mirowsky&#44; 1999&#59; Xu&#44; Fielder&#44; &#38; Flaming&#44; 2005</a>&#41;&#44; most studies support the distinction between physical and social disorder &#40;<a class="elsevierStyleCrossRefs" href="#bib0025">Brunton-Smith&#44; Sindall&#44; &#38; Tarling&#44; 2010&#59; LaGrange&#44; Ferraro&#44; &#38; Supancic&#44; 1992&#59; Sampson &#38; Raudenbush&#44; 2004&#59; Taylor &#38; Shumaker&#44; 1990</a>&#41;&#46;</p><p id="par0030" class="elsevierStylePara elsevierViewall">In order to assess neighborhood disorder&#44; researchers generally use three different approaches &#40;<a class="elsevierStyleCrossRefs" href="#bib0365">McDonell &#38; Waters&#44; 2011&#59; Mooney et al&#46;&#44; 2014</a>&#41;&#46; One approach&#44; based on a more objective perspective&#44; draws from neighborhood information from governmental or commercial data sources &#40;<a class="elsevierStyleCrossRefs" href="#bib0045">Cerd&#225; et al&#46;&#44; 2009&#59; McDonell&#44; 2007&#59; Mooney et al&#46;&#44; 2014</a>&#41;&#46; Although these data is freer from the variability and subjectivity of subjective perceptions of disorder &#40;<a class="elsevierStyleCrossRef" href="#bib0285">Kubrin&#44; 2008</a>&#41;&#44; however&#44; this information is &#8220;often collected for administrative purposes&#44; may not fully capture the construct of research interest&#44; and may be collected at a spatial resolution that is not optimal for research purposes&#8221; &#40;<a class="elsevierStyleCrossRef" href="#bib0370">Mooney et al&#46;&#44; 2014</a>&#44; p&#46; 626-627&#41;&#46; A second&#44; and widely used&#44; approach is based on resident&#39;s perceptions of their neighborhood physical or social characteristics&#46; A number of limitations have been noted&#44; however&#44; regarding this approach&#44; including &#8220;same source bias&#8221; &#40;e&#46;g&#46;&#44; same source reporting perceived neighborhood disorder and related outcomes&#41;&#44; confusion with other psychological constructs &#40;e&#46;g&#46;&#44; fear of crime&#41;&#44; or the influence of stereotypes and neighborhood prejudices &#40;e&#46;g&#46;&#44; racial&#44; ethnic&#44; or socioeconomic composition&#41; in perceptions of disorder &#40;<a class="elsevierStyleCrossRefs" href="#bib0040">Caughy&#44; O&#8217;Campo&#44; &#38; Patterson&#44; 2001&#59; Duncan &#38; Raudenbush&#44; 1999&#59; G&#243;mez&#44; Johnson&#44; Selva&#44; &#38; Sallis&#44; 2004&#59; Mooney et al&#46;&#44; 2014&#59; Sampson&#44; 2009&#59; Sampson &#38; Raudenbush&#44; 1999&#44; 2004&#59; Schaefer-McDaniel&#44; Caughy&#44; O&#8217; Campo&#44; &#38; Gearey&#44; 2010</a>&#41;&#46; Finally&#44; a third approach&#44; that aims to overcome the above limitations&#44; emphasizes the importance of using direct and systematic observations of neighborhood characteristics by trained researchers &#40;<a class="elsevierStyleCrossRefs" href="#bib0115">Franzini&#44; Caughy&#44; Nettles&#44; &#38; O&#8217;Campo&#44; 2008&#59; McDonell&#44; 2007&#59; McDonell &#38; Waters&#44; 2011&#59; Neil&#44; Parke&#44; &#38; McDowell&#44; 2001&#59; Raudenbush &#38; Sampson&#44; 1999&#59; Reiss&#44; 1971&#59; Sampson &#38; Raudenbush&#44; 1999</a>&#41;&#46; This approach aims to obtain objective measures of neighborhood conditions&#44; to capture a wide range of factors&#44; which are not always available otherwise&#44; and to allow its replication in other contexts &#40;<a class="elsevierStyleCrossRefs" href="#bib0040">Caughy et al&#46;&#44; 2001&#59; Cohen et al&#46;&#44; 2000&#59; Franzini et al&#46;&#44; 2008&#59; McDonell &#38; Waters&#44; 2011&#59; Sampson &#38; Raudenbush&#44; 2004&#59; Taylor&#44; 2001</a>&#41;&#46;</p></span><span id="sec0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0030">The Present Study</span><p id="par0035" class="elsevierStylePara elsevierViewall">This study aims to add to this body of research by validating an observational measure of neighborhood disorder in the context of a European city that may differ from the culture and structure of Anglo-Saxon cities where most of this type of measures have been developed and validated &#40;<a class="elsevierStyleCrossRefs" href="#bib0335">Le Gal&#232;s &#38; Zagrodzki&#44; 2006&#59; Summers&#44; Cheshire&#44; &#38; Senn&#44; 1999</a>&#41;&#46; The availability of a reliable and valid measure of neighborhood disorder in this context may be an important addition to the growing body of literature exploring neighborhood effects &#40;<a class="elsevierStyleCrossRef" href="#bib0490">Sampson&#44; 2012</a>&#41;&#46; To this end&#44; independent observations by trained raters of neighborhood disorder will be conducted using small-areas of the city as the ecological units &#40;i&#46;e&#46;&#44; census block groups&#44; which are the smallest administrative sections of the city available&#41;&#46; By using the smallest posible geographical units of the city we expect greater homogeneity of neighborhood characteristics &#40;<a class="elsevierStyleCrossRef" href="#bib0400">Oca&#241;a-Riola et al&#46;&#44; 2008</a>&#41;&#46; Also&#44; by using all census block groups of the city we will obtain greater variability and&#44; as neighborhood characteristics tend to cluster in space&#44; this will provide the possibility to explore the clustering of these characteristics for validation purposes &#40;<a class="elsevierStyleCrossRef" href="#bib0200">Gracia et al&#46;&#44; 2014</a>&#41;&#46;</p><p id="par0040" class="elsevierStylePara elsevierViewall">This study presents data on the development and preliminary validation of an observational instrument to assess neighborhood disorder&#46; The specific objectives of the study are&#58; &#40;1&#41; to test the inter-rater reliability of the scale&#59; &#40;2&#41; to test the factorial validity of the scale using confirmatory factor analysis&#58; we expect a factorial structure reflecting three theoretically a priori factors&#44; physical disorder&#44; social disorder&#44; and physical decay &#40;<a class="elsevierStyleCrossRef" href="#bib0500">Sampson &#38; Raudenbush&#44; 2004</a>&#41;&#59; &#40;3&#41; to test the reliability of the scale by means of the composite reliability index&#59; and &#40;4&#41; to test the criterion-related validity of the scale also employing structural equations&#46; Drawing from social disorganization theory we expect associations between neighborhood disorder and three neighborhood structural characteristics&#44; central in this theoretical perspective&#58; neighborhood socioeconomic status&#44; immigrant concentration&#44; and residential instability &#40;<a class="elsevierStyleCrossRefs" href="#bib0040">Caughy et al&#46;&#44; 2001&#59; Jones&#44; Pebley&#44; &#38; Sastry&#44; 2011&#59; Kubrin &#38; Weitzer&#44; 2003&#59; McDonell &#38; Waters&#44; 2011&#59; Mooney et al&#46;&#44; 2014&#59; Sampson et al&#46;&#44; 1997&#59; Sampson &#38; Raudenbush&#44; 1999</a>&#41;&#46; Also&#44; for validation purposes&#44; a spatial perspective will be applied&#46; As we expect that disordered neighborhoods will cluster in space&#44; rather than be randomly distributed in the city&#44; spatial correlation analyses will be conducted to test whether neighborhood disorder shows a significant spatial pattern &#40;<a class="elsevierStyleCrossRefs" href="#bib0015">Bruinsma&#44; Pauwels&#44; Weerman&#44; &#38; Bernasco&#44; 2013&#59; Gracia et al&#46;&#44; 2015&#59; Quick&#44; 2013&#59; Veysey &#38; Messner&#44; 1999</a>&#41;&#46;</p></span><span id="sec0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0035">Method</span><span id="sec0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0040">Sample</span><p id="par0045" class="elsevierStylePara elsevierViewall">This study was conducted in the city of Valencia&#44; the third largest city of Spain&#46; As proxy of neighborhood units we used census block groups that were the smallest administrative unit of the city available&#46; Census block groups can be defined as walkable areas within a few number of city blocks and as they are smaller than census tracks&#44; they are particularly appropriate for neighborhood studies &#40;<a class="elsevierStyleCrossRefs" href="#bib0200">Gracia et al&#46;&#44; 2014&#59; Sampson &#38; Raudenbush&#44; 2004</a>&#41;&#46; Observations by trained raters were conducted in each of the 552 census block groups in which the city is divided&#46; The total population for these census block groups was 736&#44;580 inhabitants &#40;2013 data&#41;&#44; with an average of 1&#44;334 inhabitants per census block group &#40;ranging from 630 to 2&#44;845&#41;&#46;</p></span><span id="sec0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0045">Measures</span><p id="par0050" class="elsevierStylePara elsevierViewall"><span class="elsevierStyleItalic">Neighborhood disorder observation scale</span>&#46; A neighborhood disorder scale was initially constructed with a total of 20 items based on three dimensions of neighborhood disorder proposed by Sampson and Raudenbush &#40;<a class="elsevierStyleCrossRef" href="#bib0500">Sampson &#38; Raudenbush&#44; 2004</a>&#41;&#46; Thus&#44; the scale included three theoretically motivated subscales measuring physical disorder&#44; social disorder&#44; and physical decay&#46; <span class="elsevierStyleItalic">Physical disorder</span> was defined by 8 items&#58; cigarettes in the street&#44; trash in the street&#44; empty bottles in the street&#44; graffiti&#44; abandoned cars&#44; used condoms and syringes in the street&#44; and political or protest message graffiti<span class="elsevierStyleItalic">&#46; Social disorder</span> was defined by 7 items&#58; adults or young people loitering&#44; people drinking alcohol in public&#44; gangs&#44; public intoxication&#44; adults fighting or arguing&#44; selling drugs&#44; and street prostitution&#46; <span class="elsevierStyleItalic">Physical decay</span> was defined by 5 items&#58; vacant or abandoned houses&#44; abandoned commercial buildings&#44; vandalized and run-down buildings&#44; deteriorated residential units and deteriorated recreation places&#46; The observations are rated on a 5-point response scale &#40;from 0 &#61; <span class="elsevierStyleItalic">no presence</span>&#44; to 4 &#61; <span class="elsevierStyleItalic">highly present</span>&#41;&#46; Two trained raters walked each census block group in order to complete the observational scale&#46; All observations were made during business hours&#46;</p><p id="par0055" class="elsevierStylePara elsevierViewall"><span class="elsevierStyleItalic">Criterion-related validity measures</span>&#46; Drawing from social disorganization theory&#44; to test criterion-related validity we will explore relationships between neighborhood disorder and three neighborhood characteristics measured at census block group level&#58; neighborhood socioeconomic status&#44; immigrant concentration&#44; and residential instability&#46; The City of Valencia Statistics Office provided these data for each census block group&#46; Neigbhorhood socioeconomic status was measured with an indicator created through factor analysis &#40;this factor included educational level&#44; property value&#44; percentage of high-end cars&#44; and financial and commercial activities&#41;&#46; Immigrant concentration was the percentage of immigrant population in each census block&#44; and residential instability was the proportion of the population who had moved into or out of each census block group during the previous year &#40;rate per 1&#44;000 inhabitants&#41;&#46;</p></span><span id="sec0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0050">Statistical Analysis</span><p id="par0060" class="elsevierStylePara elsevierViewall">To measure inter-rater reliability&#44; two pairs of trained undergraduate students walked a random sample of the census block groups&#46; They observed a subset of 15&#37; of them aproximately &#40;<span class="elsevierStyleItalic">N</span> &#61; 86&#41;&#46; Inter-rater reliability scores were computed per each of the three scales by calculating intraclass correlation coefficients &#40;ICC&#41; due to the quantitative nature of data&#46; This analysis was performed with SPSS 22 for Windows&#46;</p><p id="par0065" class="elsevierStylePara elsevierViewall">Several competing confirmatory factor analyses &#40;CFA&#41; were specified&#44; estimated and tested in Mplus 7&#46;3&#46; According to the ordinal nature of the data and its non-normality&#44; WLSMV &#40;weighted least squares mean and variance corrected&#41; estimation was used&#44; the one recommended in the literature &#40;<a class="elsevierStyleCrossRef" href="#bib0110">Finney &#38; DiStefano&#44; 2006</a>&#41;&#46; Several criteria were used to assess goodness-of-fit&#58; &#40;a&#41; the chi-square statistic&#44; &#40;b&#41; the comparative fit index &#40;CFI&#41;&#44; and &#40;c&#41; the root mean squared error of approximation &#40;RMSEA&#41;&#46; A model with a CFI of &#46;95 or larger and a RMSEA of &#46;08 or lower would be indicative of very good fit between the hypothesized model and the data &#40;<a class="elsevierStyleCrossRef" href="#bib0235">Hu &#38; Bentler&#44; 1999</a>&#41;&#46; Nevertheless&#44; overall fit must be accompanied by a careful diagnosis of the analytical fit &#40;parameter estimates&#41; in the model in order to not blindly use the aforementioned thresholds &#40;<a class="elsevierStyleCrossRef" href="#bib0280">Kline&#44; 2011</a>&#41;&#46; For model comparison&#44; a modeling approach that uses practical fit indices to determine the overall adequacy of a fitted model has been used as recommended by <a class="elsevierStyleCrossRef" href="#bib0050">Cheung and Rensvold &#40;2002&#41;</a> or <a class="elsevierStyleCrossRef" href="#bib0345">Little &#40;1997&#41;</a>&#46; From this point of view&#44; if a parsimonious model evidences adequate levels of practical fit&#44; then it is preferred over the more complex model&#46; Usually&#44; CFI differences &#40;&#916;CFI&#41; are used to evaluate measurement invariance&#46; CFI differences lower than &#46;01 &#40;<a class="elsevierStyleCrossRef" href="#bib0050">Cheung &#38; Rensvold&#44; 2002</a>&#41; or &#46;05 &#40;<a class="elsevierStyleCrossRef" href="#bib0345">Little&#44; 1997</a>&#41; are usually employed as cut-off criteria&#46;</p><p id="par0070" class="elsevierStylePara elsevierViewall">Additionally&#44; internal consistency of the dimensions in the scale has been estimated with the composite reliability index &#40;CRI&#41;&#46; Although Cronbach&#39;s coefficient alpha is the most widely used estimator of internal consistency&#44; it has been criticized as being only completely appropriate with essentially tau-equivalent items &#40;and tests&#41; and also by being a lower bound for the true reliability &#40;<a class="elsevierStyleCrossRef" href="#bib0445">Raykov&#44; 2004</a>&#41;&#46; More explicitly&#44; a tau-equivalent test assumes all items measure the same latent variable&#44; on the same scale&#44; with the same degree of precision&#44; with all true scores being equal &#40;<a class="elsevierStyleCrossRef" href="#bib0210">Graham&#44; 2006</a>&#41;&#46; When tau-equivalence does not hold&#44; alpha will over- or under-estimate &#40;more often the latter&#41; the population value&#46; An alternative to the coefficient alpha is the CRI&#44; which is usually calculated using estimates from confirmatory factor analyses &#40;<a class="elsevierStyleCrossRef" href="#bib0210">Graham&#44; 2006</a>&#41;&#46; Accordingly&#44; the more adequate CRI was employed&#46;</p><p id="par0075" class="elsevierStylePara elsevierViewall">Criterion-related validity was established by correlating neighborhood disorder factors with other neighborhood constructs theorically linked in the literature &#40;<a class="elsevierStyleCrossRefs" href="#bib0160">Gracia&#44; 2014&#59; Gracia et al&#46;&#44; 2015&#59; Kubrin &#38; Weitzer&#44; 2003&#59; Sampson &#38; Raudenbush&#44; 1999&#59; Sampson et al&#46;&#44; 1997&#59; Shaw &#38; McKay&#44; 1942</a>&#41;&#46; This correlation was obtained within the context of a structural equation modeling in order to prevent as much as possible the correlation attenuation due to measurement error&#46; Specifically&#44; neighborhood disorder was correlated to neighborhood socioeconomical status&#44; immigrant concentration&#44; and residential instability &#40;see Measures section&#41;&#46;</p><p id="par0080" class="elsevierStylePara elsevierViewall">To test criterion-related validity we also used a spatial methodology approach&#46; To assess spatial autocorrelation&#44; we computed Moran&#39;s I &#40;<a class="elsevierStyleCrossRef" href="#bib0375">Moran&#44; 1950</a>&#41; per each of the three subscales or factors&#44; considering as the observation the midpoint of each of the census block groups&#46; We expected a significant spatial distribution of neighborhood disorder&#44; rather than a random distribution&#44; because we expect that disorder&#44; as other neighborhood characteristics&#44; will show a tendency towards spatial clustering &#40;<a class="elsevierStyleCrossRefs" href="#bib0015">Bruinsma et al&#46;&#44; 2013&#59; DiMaggio&#44; 2015&#59; Quick&#44; 2013&#59; Veysey &#38; Messner&#44; 1999</a>&#41;&#46;</p></span></span><span id="sec0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0055">Results</span><span id="sec0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0060">Inter-Rater Reliability</span><p id="par0085" class="elsevierStylePara elsevierViewall">Intraclass correlation coefficients were computed to assess inter-rater agreement for the three subscales &#40;see <a class="elsevierStyleCrossRef" href="#bib0405">Odgers&#44; Caspi&#44; Bates&#44; Sampson&#44; &#38; Moffit&#44; 2012</a>&#44; for a similar approach&#41;&#46; Intraclass correlations ranged from &#46;25 to &#46;71 &#40;see <a class="elsevierStyleCrossRef" href="#tbl0010">Table 1</a>&#41;&#46; <a class="elsevierStyleCrossRef" href="#bib0300">Landis and Koch&#39;s &#40;1977&#41;</a> criteria were used to interpret results regarding inter-rater agreements&#58; &#60; &#46;20 slight&#44; &#46;21 &#8211; &#46;40 fair&#44; &#46;41 &#8211; &#46;60 moderate&#44; &#46;61 &#8211; &#46;80 substantial&#44; and &#46;81 &#8211; 1 almost perfect agreement&#46; Our results indicated fair to substantial levels of agreement between raters &#40;<a class="elsevierStyleCrossRef" href="#bib0300">Landis &#38; Koch&#44; 1977</a>&#41;&#46; Social disorder obtained the lowest value and physical disorder and physical decay showed similar results&#46;</p><elsevierMultimedia ident="tbl0010"></elsevierMultimedia></span><span id="sec0045" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0065">Confirmatory Factor Analysis</span><p id="par0090" class="elsevierStylePara elsevierViewall">Three a priori competing models were specified&#46; The theoretical model that supports the content validity of the scale a priori hypothesizes three dimensions&#58; physical disorder&#44; social disorder&#44; and physical decay&#46; Indicators were developed to tap these three theoretical dimensions&#46; However&#44; there was doubt about whether two of these dimensions could be too overlapped to have discriminant validity&#58; physical disorder and physical decay&#46; Accordingly&#44; another a priori model was specified with two dimensions&#58; social disorder and all the indicators of physical disorder and physical decay specified to load onto a single dimension&#46; Finally&#44; the most parsimonious latent structure&#44; a one-factor model underlying all the indicators&#44; was also specified&#46; Goodness-of-fit indices for these three a priori models are shown in <a class="elsevierStyleCrossRef" href="#tbl0015">Table 2</a>&#46; Model fit for the three models was extremely poor&#44; and none of them could be retained as a good approximation to the observed data&#46; Nevertheless&#44; the three-factor model showed a <span class="elsevierStyleItalic">relative</span> better fit compared to the other two models&#58; &#916;CFI &#61; &#46;06&#44; compared to the one-factor model and &#916;CFI &#61; &#46;04&#44; compared to the two-factor model&#46; Taking this information into account&#44; plus the fact that the theoretical model that supports the scale was three-dimensional&#44; this model was retained for further psychometric scrutiny&#46;</p><elsevierMultimedia ident="tbl0015"></elsevierMultimedia><p id="par0095" class="elsevierStylePara elsevierViewall">A careful look at the factor loadings&#44; together with the lack of variability in some indicators&#44; allows to remove some of them&#46; Those removed lacked variability and&#47;or had poor consistency with their dimension&#46; The final version of the questionnaire was presumed to measure three factors &#40;physical disorder&#44; social disorder&#44; and physical decay&#41; with 5&#44; 6&#44; and 4 indicators each &#40;see Appendix&#41;&#46; This depurated version of the original scale was tested and its goodness-of-fit indices are shown in <a class="elsevierStyleCrossRef" href="#tbl0015">Table 2</a>&#46; There was a huge improvement in model fit&#44; and it can be said that the model seems to adequately represent the observed data&#46; Factor loadings are shown in <a class="elsevierStyleCrossRef" href="#fig0005">Figure 1</a>&#46; They were all statistically significant &#40;<span class="elsevierStyleItalic">p</span> &#60; &#46;01&#41; and&#44; in general&#44; pretty large&#46; These results are indicative of good analytical fit&#46;</p><elsevierMultimedia ident="fig0005"></elsevierMultimedia></span><span id="sec0050" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0070">Internal Consistency</span><p id="par0100" class="elsevierStylePara elsevierViewall">Reliability &#40;internal consistency&#41; estimates were calculated for each dimension or factor in the scale&#46; The calculated reliability estimates were composite reliability indices &#40;CRI&#41;&#44; as already mentioned in the method section&#46; All the CRI were large&#44; indicating a good reliability for all the dimensions&#46; Specifically&#44; CRI for physical disorder was &#46;83&#44; &#46;82 was the estimate for social disorder&#44; and &#46;82 the internal consistency estimated for physical decay&#46;</p></span><span id="sec0055" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0075">Criterion-Related Validity</span><p id="par0105" class="elsevierStylePara elsevierViewall">Finally&#44; evidence of criterion-related validity was also found&#46; Three criteria were used &#40;neighborhood socioeconomical status&#44; immigrant concentration&#44; and residential instability&#41;&#46; The relationship between the criteria and the latent variables were calculated at the latent level&#44; not the observed one&#46; A first structural model included the measurement model found to fit well to the data&#44; plus the first criterion &#40;neighborhood socioeconomical status&#41;&#46; Again&#44; this structural model fitted the data well&#44; &#967;<span class="elsevierStyleSup">2</span>&#40;99&#41; &#61; 339&#46;78&#44; <span class="elsevierStyleItalic">p</span> &#60; &#46;001&#59; CFI &#61; &#46;93&#44; RMSEA &#61; &#46;066 &#91;&#46;059 - &#46;074&#93;&#46; The correlations between neighborhood socioeconomic status and the criteria and the factors were&#58; &#961; &#61; -&#46;13&#44; <span class="elsevierStyleItalic">p</span> &#60; &#46;01 with physical disorder&#59; &#961; &#61; &#46;04&#44; <span class="elsevierStyleItalic">p</span> &#62; &#46;05 with social disorder&#59; and &#961; &#61; -&#46;29&#44; <span class="elsevierStyleItalic">p</span> &#60; &#46;01 with physical decay&#46; With respect to immigrant concentration&#44; the structural model also adequately fitted the data&#44; &#967;<span class="elsevierStyleSup">2</span>&#40;99&#41; &#61; 309&#46;38&#44; <span class="elsevierStyleItalic">p</span> &#60; &#46;001&#59; CFI &#61; &#46;93&#44; RMSEA &#61; &#46;062 &#91;&#46;054 - &#46;070&#93;&#46; The correlations among the criterion and the factors were&#58; &#961; &#61; &#46;44&#44; <span class="elsevierStyleItalic">p</span> &#62; &#46;05 with physical disorder&#59; &#961; &#61; &#46;13&#44; <span class="elsevierStyleItalic">p</span> &#60; &#46;05 with social disorder&#59; and &#961; &#61; &#46;21&#44; <span class="elsevierStyleItalic">p</span> &#60; &#46;01 with physical decay&#46; Finally&#44; a third structural model was specified and tested to relate the three factors with residential instability&#46; Again the model fitted the data well&#44; &#967;<span class="elsevierStyleSup">2</span>&#40;99&#41; &#61; 333&#46;54&#44; <span class="elsevierStyleItalic">p</span> &#60; &#46;001&#59; CFI &#61; &#46;92&#44; RMSEA &#61; &#46;066 &#91;&#46;058 - &#46;073&#93;&#44; and its correlations with the factors were&#58; &#961; &#61; &#46;05&#44; <span class="elsevierStyleItalic">p</span> &#62; &#46;05 with physical disorder&#59; &#961; &#61; &#46;15&#44; <span class="elsevierStyleItalic">p</span> &#60; &#46;05 with social disorder&#59; and &#961; &#61; &#46;22&#44; <span class="elsevierStyleItalic">p</span> &#60; &#46;01 with physical decay&#46;</p><p id="par0110" class="elsevierStylePara elsevierViewall">Also&#44; for criterion-related validity purposes&#44; tests for spatial correlation were conducted for the three dimensions&#46; Results showed spatial autocorrelation in the three scales as all Moran&#39;s I values were positive and significant &#40;<span class="elsevierStyleItalic">p</span> &#60; &#46;001&#41;&#46; Moran&#39;s I values for the three measures were &#46;20 for social disorder&#44; &#46;39 for physical decay&#44; and &#46;49 for physical disorder&#44; indicating a stronger spatial pattern for physical disorder and physical decay than for social disorder&#46; These results indicate a positive non-random distribution of all types of neighborhood disorder in the city &#40;i&#46;e&#46;&#44; rather than being randomly distributed across the city&#44; they tend to cluster in space&#41;&#46;</p></span></span><span id="sec0060" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0080">Discussion</span><p id="par0115" class="elsevierStylePara elsevierViewall">In this paper we describe the development and the psychometric properties of a preliminary validation of an observational scale assessing neighborhood disorder&#46; This scale was implemented in the city of Valencia &#40;Spain&#41;&#44; using independent observations of all census block groups of the city conducted by trained raters&#46; In general&#44; results have shown that this scale is a psychometrically sound and valid instrument to assess three neighborhood disorder dimensions&#58; physical disorder&#44; social disorder&#44; and physical decay&#46;</p><p id="par0120" class="elsevierStylePara elsevierViewall">Results regarding inter-rater reliability showed fair to substantial levels of agreement &#40;<a class="elsevierStyleCrossRef" href="#bib0300">Landis &#38; Koch&#44; 1977</a>&#41;&#44; with stronger agreements for physical disorder and physical decay factors&#44; and lower inter-rater reliability for social disorder&#46; Although these results are slightly lower than in other studies &#40;e&#46;g&#46;&#44; <a class="elsevierStyleCrossRefs" href="#bib0040">Caughy et al&#46;&#44; 2001&#59; Franzini et al&#46;&#44; 2008&#59; Jones et al&#46;&#44; 2011</a>&#41;&#44; they are&#44; however&#44; comparable to others &#40;e&#46;g&#46;&#44; <a class="elsevierStyleCrossRefs" href="#bib0370">Mooney et al&#46;&#44; 2014&#59; Wei et al&#46;&#44; 2005</a>&#41;&#46; As to why social disorder showed lower levels of agreement&#44; one possibility is that social disorder cues such as fights or public intoxication tend to be less stable over time &#40;e&#46;g&#46;&#44; depending on the time of the day&#41; than other physical features of neighborhoods&#44; like those indicating physical decay and disorder&#44; that are more temporally stable &#40;<a class="elsevierStyleCrossRef" href="#bib0240">Jones et al&#46;&#44; 2011</a>&#41;&#46;</p><p id="par0125" class="elsevierStylePara elsevierViewall">With respect to the factor structure of the observational scale&#44; our analyses aimed to validate a three theoretically-based neighborhood disorder dimensions &#40;<a class="elsevierStyleCrossRef" href="#bib0500">Sampson &#38; Raudenbush&#44; 2004</a>&#41;&#46; To this end&#44; several competing confirmatory factor analyses were first estimated and discarded&#44; yielding a final and depurated version of the scale with good analytical fit&#46; This final scale supported a three-factor model measuring physical disorder&#44; social disorder&#44; and physical decay&#44; as theorized by <a class="elsevierStyleCrossRef" href="#bib0500">Sampson and Raudenbush &#40;2004&#41;</a>&#46;</p><p id="par0130" class="elsevierStylePara elsevierViewall">This final three-factor model was obtained after removing some items for their low variability or poor consistency with their dimension&#46; Although these items are usually present in other scales measuring neighborhood disorder&#44; however&#44; indicators such as abandoned cars&#44; used condoms and syringes &#40;physical disorder&#41;&#44; prostitution &#40;social disorder&#41;&#44; or abandoned commercial buildings &#40;physical decay&#41; were discarded in the final model&#46; The presence of these items was very low and&#44; in the case of syringes&#44; there was no presence at all in any of the census block groups observed&#46; Although the time of the observation may have influenced the low presence of some of these indicators &#40;e&#46;g&#46;&#44; prostitution&#41;&#44; another posible explanation is that&#44; given the characteristics of cities like Valencia&#44; with high density in a relative small area &#40;<a class="elsevierStyleCrossRefs" href="#bib0335">Le Gal&#232;s &#38; Zagrodzki&#44; 2006&#59; Summers et al&#46;&#44; 1999</a>&#41;&#44; some of these indicators could be more present in the outskirts of the city&#44; and therefore outside of the boundaries where the observations were made&#46; This also suggests that differences between the present scale and others developed elsewhere may reflect context-specific features of the cities&#46; Given that these results may be context-dependent&#44; we do not favour the uncritical use of the short-version of the originally proposed scale destilled for this particular study&#46; On the contrary&#44; careful theoretical considerations previous to the use of this scale in other cities should consider whether some &#40;or all&#41; of the items removed could have enough variability and importance as to be included in the instrument&#46; Clearly&#44; a subsequent depuration of the scale according to its psychometric properties is always possible&#46; On the other hand&#44; results for internal consistency of the final three-factor scale by confirmatory analyses also supported its reliability&#44; with CRI values between &#46;82 and &#46;83 for the three scales&#46;</p><p id="par0135" class="elsevierStylePara elsevierViewall">Two different criterion-related validity tests of this observational measure of neighborhood disorder were conducted&#46; For the first one&#44; and drawing from social disorganization theory&#44; we explored associations with three criteria tapping neighborhood characteristics central to this theoretical perspective&#58; neighborhood socioeconomic status&#44; immigrant concentration&#44; and residential instability&#44; masured at the census block group level&#46; As expected&#44; correlations between measures of neighborhood disorder and these structural characteristics of neighborhoods were mostly in the expected direction &#40;<a class="elsevierStyleCrossRefs" href="#bib0290">Kubrin &#38; Weitzer&#44; 2003&#59; Sampson &#38; Raudenbush&#44; 1999&#59; Sampson et al&#46;&#44; 1997</a>&#41;&#44; although with stronger associations for physical decay&#46; For example&#44; high levels of physical decay were significantly associated with lower neighborhood socioeconomic status&#44; higher rates of immigrant concentrarion&#44; and higher residential instability&#46; Social disorder was positively related to levels of immigrant concentration and residential instability&#44; but its association with neighborhood socioeconomic status was not statistically significant&#46; Physical disorder was also negatively related to neighborhood socioeconomic status&#59; however&#44; associations with immigrant concentration and residential instability did not reach significance&#46; These results partly support previous research where significant associations between disorder and a number of neighborhood characteristics were also found&#44; especially those regarding the relationship between physical disorder and decay and neighborhood socioeconomic indicators &#40;<a class="elsevierStyleCrossRefs" href="#bib0040">Caughy et al&#46;&#44; 2001&#59; Jones et al&#46;&#44; 2011&#59; McDonell &#38; Waters&#44; 2011&#59; Mooney et al&#46;&#44; 2014&#59; Sampson &#38; Raudenbush&#44; 1999</a>&#41;&#46; Also&#44; some of our results support studies that fail to find a significant relationship between physical disorder and residential instability &#40;<a class="elsevierStyleCrossRef" href="#bib0495">Sampson &#38; Raudenbush&#44; 1999</a>&#41;&#44; or between physical disorder and immigrant concentration &#40;<a class="elsevierStyleCrossRef" href="#bib0240">Jones et al&#46;&#44; 2011</a>&#41;&#46; It is interesting to note that physical decay was associated with all neighborhood characteristics &#40;socieconomic status&#44; immigrant concentration&#44; and residential instability&#41;&#44; suggesting that differentiating between physical disorder and physical decay is an important theoretical distinction that may provide a more detailed analysis when assessing neighborhood disorder and exploring its relationships with different outcomes and processess &#40;<a class="elsevierStyleCrossRefs" href="#bib0485">Sampson&#44; 2009&#59; Sampson &#38; Raudenbush&#44; 2004</a>&#41;&#46;</p><p id="par0140" class="elsevierStylePara elsevierViewall">As we expected that disordered neighborhoods would tend to cluster together in space &#40;<a class="elsevierStyleCrossRefs" href="#bib0015">Bruinsma et al&#46;&#44; 2013&#59; DiMaggio&#44; 2015&#59; Quick&#44; 2013&#59; Veysey &#38; Messner&#44; 1999</a>&#41;&#44; for the second criterion-related validity test we used a spatial analytical approach to assess the spatial distribution of the different types of neighborhood disorder across all census block groups observed&#46; Results showed that the three types of disorder &#40;physical disorder&#44; social disorder&#44; and physical decay&#41; were spatially clustered&#44; confirming that they were not randomly distributed in the city&#46; This reflects the existence of different areas of the cities where neighborhood disorder tends to concentrate and shows that this neighborhood risk factor tend to cluster in space&#46; These results support the idea that different manifestations of neighborhood disorder&#44; as other characteristics of the cities&#44; are not randomly distributed in space&#46; As illustrated by a growing body of literature linking neighborhood disorder with a wide array of outcomes&#44; including crime&#44; violence&#44; or health&#44; the spatially patterned nature of this risk factor makes more likely that related outcomes will also be spatially patterned &#40;<a class="elsevierStyleCrossRefs" href="#bib0085">Cunradi&#44; Mair&#44; Ponicki&#44; &#38; Remer&#44; 2011&#59; Diez-Roux &#38; Mair&#44; 2010&#59; Freisthler et al&#46;&#44; 2007&#59; Gracia et al&#46;&#44; 2015&#59; Kawachi &#38; Berkman&#44; 2003&#59; Law&#44; Quick&#44; &#38; Chan&#44; 2014&#59; O&#8217;Campo et al&#46;&#44; 2015&#59; Sampson&#44; 2012</a>&#41;&#46;</p><p id="par0145" class="elsevierStylePara elsevierViewall">Finally&#44; this study has both strengths and limitations&#46; Among the strenghts&#44; the use of independent observations of neighborhood conditions&#44; rather than residents&#8217; subjective perceptions&#44; allows to overcome some of the limitations noted in the literature regarding this later approach &#40;<a class="elsevierStyleCrossRefs" href="#bib0040">Caughy et al&#46;&#44; 2001&#59; Mooney et al&#46;&#44; 2014&#59; Sampson &#38; Raudenbush&#44; 1999&#59; Schaefer-McDaniel et al&#46;&#44; 2010</a>&#41;&#46; Relatedly&#44; for the observation of neighborhood disorder at the level of ecological units &#40;rather than the personal level&#41;&#44; we also use a high-resolution approach&#46; We used the smallest administrative units available &#40;i&#46;e&#46;&#44; census block groups&#41; that allow greater homogeneity and precision than lower resolutions such as census tracks or postal codes&#44; commonly used in other neighborhood studies &#40;<a class="elsevierStyleCrossRefs" href="#bib0010">Beyer et al&#46;&#44; 2015&#59; Bursik&#44; Grasmick&#44; &#38; Chamlin&#44; 1990&#59; Kaufman&#44; Dole&#44; Savitz&#44; &#38; Herring&#44; 2003&#59; Campo&#44; Xue&#44; Wang&#44; &#38; Caughy&#44; 1997</a>&#41;&#46; By using small-area units&#44; we also reduced potential ecological bias&#44; as this resolution is closer to the individual level &#40;<a class="elsevierStyleCrossRefs" href="#bib0205">Gracia et al&#46;&#44; 2015&#59; Lawson&#44; 2006</a>&#44; <a class="elsevierStyleCrossRef" href="#bib0400">Oca&#241;a-Riola et al&#46;&#44; 2008</a>&#41;&#46; We used census block groups in our study&#44; which substantially reduced this potential bias&#46; Finally&#44; we used all census block groups of the city&#44; rather than selecting only a sample of them&#44; which provided greater variablity and the possibility to explore potential significant spatial patterns in the distribution of neighborhood disorder across the city &#40;<a class="elsevierStyleCrossRefs" href="#bib0040">Caughy et al&#46;&#44; 2001&#59; Mooney et al&#46;&#44; 2014</a>&#41;&#46; In this regard&#44; the use of spatial methods to complement the criterion-related validity of our observational scale is an important addition to the existing literature&#44; as neighborhoods&#44; from this perspective&#44; are not treated as independent units &#40;<a class="elsevierStyleCrossRefs" href="#bib0155">Gorman&#44; Gruenewald&#44; &#38; Waller&#44; 2013&#59; Mooney et al&#46;&#44; 2014&#59; Morenoff&#44; Sampson&#44; &#38; Raudenbush&#44; 2001</a>&#41;&#46; Although widely used in epidemiological studies &#40;<a class="elsevierStyleCrossRef" href="#bib0330">Lawson&#44; 2009</a>&#41;&#44; and despite its advantages&#44; this methodological approach is still uncommon in neighborhood studies&#44; and future research would clearly benefit from incorporating a spatial perspective &#40;<a class="elsevierStyleCrossRefs" href="#bib0085">Cunradi et al&#46;&#44; 2011&#59; Gracia et al&#46;&#44; 2014&#44; 2015&#59; Law &#38; Quick&#44; 2013&#59; Law et al&#46;&#44; 2014&#59; Sparks&#44; 2011</a>&#41;&#46; As for limitations&#44; as noted above&#44; some measures of neighborhood disorder may have been affected by the time of the day they were observed&#46; Our observations were limited to business hours&#44; and the same places may have shown different characteristics at night &#40;<a class="elsevierStyleCrossRef" href="#bib0040">Caughy et al&#46;&#44; 2001</a>&#41;&#46; Future research would benefit from including different observations during the day&#44; and revisiting the same areas during night hours&#46; Also&#44; other neighborhood indicators such as trash in the streets may be present only at specific moments&#44; and repeated obervations of the same area would be advisable&#44; although clearly more costly &#40;<a class="elsevierStyleCrossRef" href="#bib0580">Wei et al&#46;&#44; 2005</a>&#41;&#46; In this regard&#44; recently new technologies&#44; such as virtual environments&#44; or Google Street View&#44; provide powerful and easy accesible tools that may help to enhance neighborhood research &#40;<a class="elsevierStyleCrossRefs" href="#bib0405">Odgers et al&#46;&#44; 2012&#59; Toet &#38; van Schaik&#44; 2012</a>&#41;&#46;</p><p id="par0150" class="elsevierStylePara elsevierViewall">In conclusion&#44; this paper provides evidence of a reliable and valid observational measure to assess neighborhood disorder&#46; Adequate measures to assess neighborhood characteristics are important research and intervention tools&#44; as they are key to better understanding neighborhood proceses&#44; as well as to evaluate related outcomes and monitor changes after grass-roots efforts or oficial initiatives to reduce neighborhood inequalities&#46;</p></span><span id="sec0065" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0085">Conflict of Interest</span><p id="par0155" class="elsevierStylePara elsevierViewall">The authors of this article declare no conflict of interest&#46;</p></span><span id="sec9065" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0090">Financial Support</span><p id="par0165" class="elsevierStylePara elsevierViewall">This research was supported by the Spanish Ministerio de Econom&#237;a y Competitividad &#40;PSI2014-54561-P&#41;&#46; Miriam Marco was supported by the FPU program of the Spanish Ministerio de Educaci&#243;n&#44; Cultura y Deporte &#40;FPU2013&#47;00164&#41;&#46;</p></span></span>"
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          "titulo" => "Assessing Neighborhood Disorder"
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    "fechaRecibido" => "2015-05-20"
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            0 => "Confirmatory factor analysis"
            1 => "Neighborhood disorder"
            2 => "Observational scale"
            3 => "Physical decay"
            4 => "Physical disorder"
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            2 => "Deterioro f&#237;sico"
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        "resumen" => "<span id="abst0005" class="elsevierStyleSection elsevierViewall"><p id="spar0005" class="elsevierStyleSimplePara elsevierViewall">This study presents data on the development and preliminary validation of an observational scale assessing neighborhood disorder&#46; Independent observations by trained raters of neighborhood disorder were conducted in 552 census block groups in the city of Valencia &#40;Spain&#41;&#46; Intraclass correlation coefficients assessing inter-rater reliability indicated fair to substantial levels of agreement among raters&#46; Confirmatory factor analyses supported a final three-factor model scale measuring physical disorder&#44; social disorder&#44; and physical decay&#46; Results for the internal consistency showed large composite reliability indices indicating good reliability for all neighborhood disorder factors&#46; Evidence of criterion-related validity was found by exploring associations between neighborhood disorder factors and three neighborhood characteristics&#58; neighborhood socioeconomic status&#44; immigrant concentration&#44; and residential instability&#46; Also for criterion-related validity&#44; Moran&#39;s I test results for spatial correlation showed that the three types of neighborhood disorder tend to cluster in space and are not randomly distributed across the city&#46; In general&#44; this paper provides evidence of a reliable and valid observational measure to assess neighborhood disorder&#46;</p></span>"
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        "resumen" => "<span id="abst0010" class="elsevierStyleSection elsevierViewall"><p id="spar0010" class="elsevierStyleSimplePara elsevierViewall">Este estudio presenta el desarrollo y validaci&#243;n preliminar de una escala observacional para la evaluaci&#243;n del desorden en los vecindarios&#46; Se realizaron observaciones independientes del desorden por evaluadores entrenados en 552 sectores censales de la ciudad de Valencia &#40;Espa&#241;a&#41;&#46; Los coeficientes de correlaci&#243;n intraclase para la evaluaci&#243;n de la fiabilidad interjueces indicaron unos niveles adecuados de acuerdo entre jueces&#46; Los resultados del an&#225;lisis factorial confirmatorio apoyaron un modelo final de tres factores&#58; desorden f&#237;sico&#44; desorden social y deterioro f&#237;sico&#46; La evaluaci&#243;n de la consistencia interna mediante <span class="elsevierStyleItalic">composite reliability indices</span> mostr&#243; valores elevados para todos los factores&#46; La validez de criterio fue determinada mediante la exploraci&#243;n de las asociaciones entre los factores de desorden del vecindario y tres caracter&#237;sticas del mismo&#58; estatus socioecon&#243;mico&#44; concentraci&#243;n de inmigrantes e inestabilidad residencial&#46; Adem&#225;s&#44; como medida de validez de criterio&#44; el test de Moran que eval&#250;a la correlaci&#243;n espacial mostr&#243; que los tres tipos de desorden tienden a agruparse espacialmente y no se distribuyen aleatoriamente en la ciudad&#46; En general&#44; este art&#237;culo proporciona evidencias de la fiabilidad y validez de una escala para la medida del desorden en los vecindarios&#46;</p></span>"
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                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">Two-factor model&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1407&#46;56&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">151&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#60; &#46;001&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#46;660&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#46;12&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#46;11 - &#46;12&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">Three-factor model&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">1272&#46;59&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">70&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#60; &#46;001&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#46;700&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#46;11&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#46;11 - &#46;12&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">Modified three-factor model&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">278&#46;61&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">87&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#60; &#46;001&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#46;940&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#46;06&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="char" valign="top">&#46;05 - &#46;07&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr></tbody></table>
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          "leyenda" => "<p id="spar0015" class="elsevierStyleSimplePara elsevierViewall"><span class="elsevierStyleItalic">Note&#46;</span> &#42; Items in Spanish in the original scale &#47; item translation for information purposes</p>"
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                  \t\t\t\t\tvoid\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="left" valign="top">Physical disorder&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">4&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">5&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="left" valign="top">Social disorder&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">3&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">4&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="left" valign="top">Venta de droga &#47; Selling drugs&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="" valign="top">&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">1&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="left" valign="top">Physical decay&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="left" valign="top">Casas vac&#237;as &#47; Vacant houses&nbsp;\t\t\t\t\t\t\n
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                  \t\t\t\t</td><td class="td" title="table-entry  " align="left" valign="top">Physical decay&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="left" valign="top">Zonas residenciales muy deterioradas &#47; Deteriorated residential units&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr><tr title="table-row"><td class="td" title="table-entry  " align="left" valign="top">4&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="left" valign="top">Physical decay&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td><td class="td" title="table-entry  " align="left" valign="top">Zonas recreativas muy deterioradas &#47; Deteriorated recreation places&nbsp;\t\t\t\t\t\t\n
                  \t\t\t\t</td></tr></tbody></table>
                  """
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                0 => array:2 [
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                        0 => array:2 [ …2]
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                      "titulo" => "The effect of demographic make-up on perceptions of anti-social behaviour in London as measured by the British Crime Survey and 2008 Place Survey"
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                        "fecha" => "2001"
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              "etiqueta" => "Cerd&#225; et al&#46;&#44; 2009"
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                        0 => array:2 [ …2]
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ISSN: 18891861
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