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Results for “Structural equation modeling”

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PubMed1999

A structural modeling analysis of anxiety and depression in patients undergoing coronary artery bypass graft surgery: a model generating approach.

The present study is a longitudinal study designed to explore structural relationships between anxiety, depression, personality, and background factors (e.g., gender, age, and complicated medical characteristics) in patients undergoing coronary artery bypass graft (CABG) surgery. At two timepoints before and two after CABG, 217 patients completed self-report questionnaires. To explore structural relationships, the structural equation modeling (SEM) method was applied. Using the model-generating approach, a model was developed, providing a good fit. The structural relationships revealed, in particular, the key position of neuroticism, which was related to both pre- and postoperative anxiety and depression. Relationships between anxiety and depression over time, both intra- and interrelationships, were relatively weak. Relationships between anxiety and depression at the same points in time were relatively strong, with preoperative depression leading to preoperative anxiety, and postoperative anxiety leading to postoperative depression. To provide a useful framework for development of intervention strategies, further research is needed to evaluate the plausibility of the final structural model.

Adult↗

PubMed2003

Potential problems with "well fitting" models.

The assessment of model fit is a more complex and indeterminate process than is commonly acknowledged by researchers who use structural equation modeling (SEM) techniques. Even models that are well fitting according to commonly used statistical tests and descriptive fit indices can have significant problems and ambiguities. The authors discuss 7 potential difficulties that can arise and that should temper researchers' conclusions: equivalent models, nonequivalent but well-fitting alternative models, omitted variables, problematic lower-order model components, the failure to parse composite models into meaningful partitions (e.g., measurement vs. structural), inattention to the multiple factors that affect the sensitivity of measures of fit to model misspecifications, and reliance on specification searches. In addition to providing examples of each of these problems, the authors offer recommendations for psychopathologists who conduct SEM analyses.

Analysis of Variance↗

PubMed2004

Cross-national stability of a leadership model.

This study explored 60 Greek-Cypriot managers' perceptions of different dimensions of leadership. Analyses using structural equation modeling were performed to examine the invariance of the Flamholtz six-factor leadership model. The same leadership styles observed in samples from countries previously studied were present in the sample from Cyprus. In terms of the importance assigned to each style of leadership, Cypriot managers emphasized the more directive styles to a greater extent than other styles.

Adult↗

PubMed1991

Structural modeling of mixed longitudinal and cross-sectional data.

In this paper we describe some mathematical and statistical models for dealing with changes over age. We concentrate specifically on the use of a structural equation modeling (SEM) approach (using computer programs like LISREL) to deal with issues of: (1) group differences in regression parameters, (2) differences in longitudinal and cross-sectional results, (3) differences due to longitudinal attrition, and (4) mixtures of these problems. To illustrate these ideas we use data from a previous study of hypertension and intellectual abilities (from Schultz, Elias, Robbins, Streeten, and Blakeman, 1986).

Adult↗

PubMed2006

Comparison of the original and revised structures of the Health Promotion Model in predicting construction workers' use of hearing protection.

Pender's health promotion model (HPM) has been revised, including substantial changes in its structure. The purpose of this study was to compare the fit and predictive usefulness of the original and revised structures of the HPM as applied to the use of hearing protection devices by 703 construction workers. Structural equation modeling was used to evaluate the two alternative forms of the model. Both forms of the model fit well, with the revised structure having a better fit and explaining more of the variance in use of hearing protection (28% vs. 18%). Results support the revised structure of the health promotion model (HPM) over the original form, and indicate it may be useful in understanding and predicting use of hearing protection.

Adult↗

PubMed2002

Urban waste recycling behavior: antecedents of participation in a selective collection program.

The aim of this study is to analyze the antecedents of urban waste recycling behavior. To achieve this goal, a concrete urban waste management program was chosen. The study focuses on the Selective Collection Program (SCP) in Zaragoza, a medium-sized city in northeastern Spain. The research starts with a conceptual model in which the variables that potentially affect recycling behavior can be classified into two groups: incentives and barriers. Moreover, the sociodemographic characteristics of the individuals are included in our study. Given that the proposed model requires specification of latent variables or constructs, the analysis is based on the Structural Equation Models (SEM) methodology. The results revealed that environmental awareness, knowledge of the environmental impact of urban waste, and the positive perception of management by local government exercise a positive effect on individual recycling behavior, while perceived personal difficulties (space and time availability) and distance to and from the container have a negative effect. As regards sociodemographic variables, this study found that annual family income sustains a negative relationship with recycling behavior, while age maintains a positive one. The results obtained clearly show the important role that the public authorities play, especially municipal governments, in achieving the waste recycling objectives established in accordance with international legislation.

Conservation of Natural Resources↗

PubMed2005

Mixed-effects variance components models for biometric family analyses.

Recent substantive research on biometric analyses of twin and family data has used both a biometric path analysis model (PAM) and a biometric variance components model (VCM). Methodological research on these same topics have suggested benefits of using linear structural equation model algorithms (SEMA) as well as mixed effect multilevel algorithms (MEMA). To better understand the potential similarities and differences among these approaches we first highlight the algebraic equivalence between the standard biometric PAM and the corresponding biometric VCM models for family data. Second, we demonstrate how several SEMA programs based on either the PAM or VCM approach produce equivalent estimates for all phenotypic and biometric parameters. Third, we show how the biometric VCM approach (but not the PAM approach) can be easily programmed using current MEMA programs (e.g., SAS PROC MIXED). We then expand the scope of these different approaches to include measured covariates, observed variable interactions and multiple relatives within each family. MEMA software is compared to SEMA software for programming complex models, including the flexibility of data input, treatment of missing data, inclusion of covariates, and ease of accommodating varying numbers of observations (per family or individual).

Algorithms↗

PubMed1999

Neural modeling, functional brain imaging, and cognition.

The richness and complexity of data sets acquired from PET or fMRI studies of human cognition have not been exploited until recently by computational neural-modeling methods. In this article, two neural-modeling approaches for use with functional brain imaging data are described. One, which uses structural equation modeling, estimates the functional strengths of the anatomical connections between various brain regions during specific cognitive tasks. The second employs large-scale neural modeling to relate functional neuroimaging signals in multiple, interconnected brain regions to the underlying neurobiological time-varying activities in each region. Delayed match-to-sample (visual working memory for form) tasks are used to illustrate these models.

Journal Article↗

PubMed1997

The influence of posttreatment mutual help group participation on the friendship networks of substance abuse patients.

The effect of 12-step mutual help groups (e.g., Narcotics Anonymous) on members' friendship networks has received little attention. This 1-year longitudinal study examined such effects in a sample of 2,337 male substance abuse inpatients, 57.7% of whom became significantly involved in 12-step activities (e.g., reading program literature, attending meetings) after treatment. An a priori model of the interplay of 12-step involvement) and friendship networks was tested using structural equation modeling, and found to have excellent fit to the data. Twelve-step group involvement after treatment predicted better general friendship characteristics (e.g., number of close friends) and substance abuse-specific friendship characteristics (e.g., proportion of friends who abstain from drugs and alcohol) at follow-up. Results are discussed in terms of how mutual help group involvement benefits patients and how the self-help group evaluation paradigm should be broadened.

Adult↗

PubMed2003

Correlates of unhealthy weight-control behaviors among adolescents: implications for prevention programs.

This study aimed to identify correlates of unhealthy weight-control behaviors in adolescents to guide the development of programs aimed at the primary prevention of disordered eating. A model explaining unhealthy weight-control behaviors was tested among 4,746 adolescents using structural equation modeling. Models fit the data well and explained 76% of the variance in unhealthy weight-control behaviors among girls and 63% among boys. Weight-body concerns were a strong correlate of unhealthy weight-control behaviors in both girls and boys. Models also emphasized the importance of weight-specific social norms within the adolescent's proximal environment. Findings suggest the importance of addressing weight-body concerns within prevention programs and extending interventions beyond classroom settings to ensure changes in weight-related norms among peer groups and family members.

Adolescent↗

PubMed1996

Nurses' representations of the positive and negative features of nursing.

Nurses' representations of their work are defined as their cognitive 'work spaces', a theoretical concept derived from Newell & Simon's (1977) problem-solving model and Lewin's (1935) concept of interacting positive and negative valences. Using a structural equation modelling technique, a network of positive and negative features in nurses' work spaces is described in patterns of response to a questionnaire eliciting nurses' ratings of their professional opportunities and difficulties. The modelling technique revealed the dominance of positive over negative features, and the overall significance of social recognition for encouraging nurses to remain in nursing. Comparative analyses revealed that dominant features of work space representations did not differ for nurses from four city and country hospitals, nor in relation to positions in the nursing hierarchy. The importance of understanding the perceptions of nurses is discussed in relation to changes and development in nursing as a profession.

Adult↗

PubMed2003

Modeling the early course of schizophrenia.

Using the Interview for the Retrospective Assessment of the Onset of Schizophrenia (IRAOS), we assessed 170 first illness episodes with a nonpsychotic prodromal stage (73% of the population-based Age, Beginning, Course [ABC] study sample of 232 first illness episodes of schizophrenia from a German population of about 1.5 million). Conrad's (1958) and Docherty et al.'s (1978) stage models of the early course presume unidirectional and compelling patterns of symptom manifestation. Using structural equation modeling, we tested the explanatory power of the stages as latent variables and to what extent these models tally with each other and with data on symptom onset. The models neither converged nor were they confirmed. The reasons for and possible implications of this result will be discussed. We also tested, using various techniques, a causal model of the determinants of social course. The only significant predictors of 5-year social outcome turned out to be social development at psychosis onset and the socially adverse illness behavior of young men. The influence of the traditional predictors, age and gender, type of onset (chronic, acute), and symptomatology, was mediated by these two variables assessed at the end of the prodromal stage.

Adult↗

PubMed2003

The impact of HIV on oral health and subsequent use of dental services.

OBJECTIVE: This study examined differences in health and access to dental services among a nationally representative sample of patients with HIV using Andersen's Behavioral Model of Health Services Use. METHODS: This investigation is a longitudinal study that used structural equation modeling to analyze data from the HIV Cost and Services Utilization Study, a probability sample of 2,864 adults under treatment for HIV infection. Key predisposing variables included sex, drug use, race/ethnicity, education, and age. Enabling factors included income, insurance, and regular source of care. Need factors included mental, physical, and oral health. Dependent variables included whether a respondent utilized dental services and number of visits. RESULTS: More education, dental insurance, usual source of dental care, and poor oral health predicted a higher probability of having a dental visit. African Americans, Hispanics, those exposed to HIV through drug use or heterosexual contact, and those in poor physical health were less likely to have a dental visit. Of those who visited dental professionals, older persons, those with dental insurance, and those in worse oral health had more visits. African Americans and persons in poor mental health had fewer visits. CONCLUSIONS: Persons with more HIV-related symptoms and a diagnosis of AIDS have a greater need for dental care than those with fewer symptoms and without AIDS, but more pressing needs for physical and mental health services limit their access to dental services. Providers should better attend to the oral health needs of persons with HIV who are in poor physical and mental health.

Adolescent↗

PubMedDate not supplied

The differential impact of academic self-regulatory methods on academic achievement among university students with and without learning disabilities.

Although research on academic self-regulation has proliferated in recent years, no studies have investigated the question of whether the perceived usefulness and the use of standard self-regulated learning strategies and compensation strategies provide a differential prediction of academic achievement for university students with and without learning disabilities (LD). We developed and tested a model explaining interrelationships among self-regulatory variables and grade point average (GPA) using structural equation modeling and multiple group analysis for students with LD (n = 53) and without LD (n = 421). Data were gathered using a new instrument, the Learning Strategies and Study Skills survey. The results of this study indicate that students with LD differed significantly from students without LD in the relationships between their motivation for and use of standard self-regulated learning strategies and compensation strategies, which in turn provided a differential explanation of academic achievement for students with and without LD. These paths of influence and idiosyncrasies of academic self-regulation among students with LD were interpreted in terms of social cognitive theory, metacognitive theory, and research conducted in the LD field.

Adaptation, Psychological↗

PubMed2006

Religious coping research and contemporary personality theory: an exploration of Endler's (1997) integrative personality theory.

Notable weaknesses in the literature on religion and mental health include theoretical inconsistencies and lack of integration with contemporary personality theory. The current study explored a potential solution to these theoretical limitations. A modified form of Endler's (1997) interactive model of personality was applied to the prediction of religious coping and tested using structural equation modelling. As predicted by the model, personality dispositions predicted coping directly, as well as indirectly through perception of the situation and situational anxiety. These patterns were, as expected, found to interact with the type of situation. Results indicated that having a positive disposition appears to buffer one's negative perceptions of situations over which one has little control. Participants tended to use more religious coping in low-control situations; in high-control situations, participants tended not to use negative religious coping techniques such as pleading for miracles.

Adaptation, Psychological↗

PubMed2001

Toward an integrative model of suicide attempt: a cognitive psychological approach.

Applying a cognitive approach, the purpose of the present study was to expand previous research on stress-vulnerability models of depression and problem-solving deficits, as it relates to suicide attempt. Structural equation modelling, involving latent variables, was used to evaluate (a) whether low self-esteem, a low sense of self-efficacy, loneliness, and divorce constituted vulnerability factors for the development of depression; (b) whether hopelessness and suicidal ideation mediated the relationship between depression and suicide attempt; and (c) whether problem-solving deficits mediated the relationship between the vulnerability factors and suicide attempt, separate from depression/hopelessness. A total of 123 individuals, aged 18-75 years, participated in the study (72 suicide attempters and 51 psychiatric outpatients with no history of suicidal behavior). The results indicated a two path model of suicide attempt. The first path began with low self-esteem, loneliness, and separation or divorce, which advanced to depression, and was further mediated by hopelessness and suicidal ideation which led to suicide attempt. The second path developed from low self-esteem and a low sense of self-efficacy and advanced to suicide attempt, mediated by a negative appraisal of one's own problem-solving capacity, and poor interpersonal problem-solving skills. The importance of addressing both depression/hopelessness, and problem-solving deficits when working with suicide attempters is noted.

Adolescent↗

PubMed1999

The social class determinants of income inequality and social cohesion.

The authors argue that Wilkinson's model omits important variables (social class) that make it vulnerable to biases due to model mis-specification. Furthermore, the culture of inequality hypothesis unnecessarily "psychopathologizes" the relatively deprived while omitting social determinants of disease related to production (environmental and occupational hazards) and the capacity of the relatively deprived for collective action. In addition, the hypothesis that being "disrespected" is a fundamental determinant of violence has already been refuted. Shying away from social mechanisms such as exploitation, workplace domination, or classist ideology might avoid conflict but reduce the income inequality model to a set of useful, but simple and wanting associations. Using a nonrecursive structural equation model that tests for reciprocal effects, the authors show that working-class position is negatively associated with social cohesion but positively associated with union membership. Thus, current indicators of social cohesion use middle-class standards for collective action that working-class communities are unlikely to meet. An erroneous characterization of working-class communities as noncohesive could be used to justify paternalistic or punitive social policies. These criticisms should not detract from an acknowledgment of Wilkinson's investigations as a leading empirical contribution to reviving social epidemiology at the end of the century.

Authoritarianism↗

PubMed2002

The psychological bases of ideology and prejudice: testing a dual process model.

The issue of personality and prejudice has been largely investigated in terms of authoritarianism and social dominance orientation. However, these seem more appropriately conceptualized as ideological attitudes than as personality dimensions. The authors describe a causal model linking dual dimensions of personality, social world view, ideological attitudes, and intergroup attitudes. Structural equation modeling with data from American and White Afrikaner students supported the model, suggesting that social conformity and belief in a dangerous world influence authoritarian attitudes, whereas toughmindedness and belief in a competitive jungle world influence social dominance attitudes, and these two ideological attitude dimensions influence intergroup attitudes. The model implies that dual motivational and cognitive processes, which may be activated by different kinds of situational and intergroup dynamics, may underlie 2 distinct dimensions of prejudice.

Adult↗