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PubMed2006

Population contextual associations with heterosexual partner numbers: a multilevel analysis.

OBJECTIVE: The study examines whether an individual's sexual behaviour is associated with the demographic context within which they live. METHODS: Data from a large behavioural survey were matched to the census and the number of opposite sex partners individuals reported having in the year before interview was modelled against a suite of individual characteristics and analogous characteristics for the population in which they lived. RESULTS: The number of partners reported (none, one, two, three, or more) were variously associated with an individual's gender, age, marital status, sexual identity, and same sex activity in the previous year. Additionally, population age structure, sex ratio, and the proportion of the population reporting specific patterns of sexual activity were associated with the behaviour of individuals. CONCLUSIONS: This study demonstrates that population context is associated with individual behaviour even after individual characteristics have been taken into account. This suggests that multilevel modelling of sexual behaviour data can provide new insights into the pattern of sexual behaviour.

Adolescent↗
PubMed2005

Democratic school climate and sense of community in school: a multilevel analysis.

This study examines individual- and school-level predictors of sense of community in school among adolescents. Hierarchical linear modeling was used to examine the relationships between individual (demographics, control and monitoring by parents, and perception of democratic school climate), class, and school characteristics (mean democratic school climate, demographics, activities, school size, public/private governance of the school, and facilities) and students' sense of community in the school. Data were analyzed using a three-level model based on 4,092 10- to 18-year-old students nested within 248 classes (across three grade levels: 6th, 8th, and 10th grade level, where the median age was 11, 13, and 15, respectively) in 134 schools in the Veneto region of northeast Italy. Individual and contextual measures of the perception of a democratic school climate, modeled at the individual, class, and school levels simultaneously, were each significant predictor of school sense of community. More parental monitoring and less parental control were also predictive at the individual level. School-level SES predicted between school variation in sense of community, controlling for individual student SES and other student and school-level predictors. School size, facilities (physical spaces resources), level of interaction of the school with the community, public, or private governance, and number of extracurricular activities offered were all nonsignificant. The study demonstrates significant variation in school sense of community at the student, class, and school levels and the important role played by democratic school practices, such as student participation in making rules and organizing events, freedom of expression, and the perceived fairness of rules and teachers, in determining this variable.

Adolescent↗
PubMed2004

Adherence with osteoporosis practice guidelines: a multilevel analysis of patient, physician, and practice setting characteristics.

PURPOSE: The diagnosis and treatment of patients at risk of fragility fractures is uncommon. We examined the patient, physician, and practice characteristics associated with adherence to local osteoporosis guidelines. METHODS: Data were obtained from electronic medical records from one academic medical center. Local guidelines suggest screening and consideration of treatment for at-risk patients, including women aged > or =65 years, women aged 50 to 64 years who smoke cigarettes, persons who used more than 5 mg of oral prednisone for >3 months, and those with a history of a fracture after age 45 years. Clinical notes, medication lists, and radiology records were reviewed to determine whether patients had undergone bone mineral density testing or received any medications for osteoporosis. Possible correlates of guideline adherence, including patient, physician, and practice site characteristics, were assessed in mixed multivariable models. RESULTS: We identified 6311 at-risk patients seen by 160 doctors at 10 primary care sites during 2001 to 2002. Of these patients, 45% (n = 2820) had a prior bone mineral density test and 30% (n = 1922) had received a medication for osteoporosis; 54% (n = 3401) had one or the other. After adjusting for patient case mix, 17% to 71% of patients had been managed according to local guidelines and had undergone at least bone mineral density testing or received a medication. Patient variables that significantly lowered the probability of guideline adherence included age >74 years (odds ratio [OR] = 0.49; 95% confidence interval [CI]: 0.43 to 0.55), age <55 years (OR = 0.34; 95% CI: 0.28 to 0.42), male sex (OR = 0.17; 95% CI: 0.12 to 0.23), black race (OR = 0.40; 95% CI: 0.34 to 0.47), and having more than one comorbid condition (OR = 0.79; 95% CI: 0.69 to 0.89). Patients seen by male physicians were less likely to have care that was adherent with guidelines (OR = 0.70; 95% CI: 0.55 to 0.89). CONCLUSION: Rates of adherence with local osteoporosis guidelines for patients at risk of fragility fractures vary by patient, physician, and practice site characteristic.

Aged↗
PubMed2006

A multilevel analysis of socioeconomic status and prostate cancer risk.

PURPOSE: We investigated whether prostate cancer was associated with socioeconomic status (SES) at the individual level, area level, or a combination of both levels. METHODS: This population-based case-control study of prostate cancer in men aged 65 to 79 years was conducted between 2000 and 2002 in South Carolina. Complete interviews were available for 407 incident prostate cancer cases and 393 controls (with respective response rates of 61% and 64%). We used educational level to measure individual-level SES and a composite variable capturing income and education from 2000 Census data to measure area-level SES. RESULTS: After adjustment for race, age, geographic region, and prostate-specific antigen testing, men with some college were at reduced risk for prostate cancer (odds ratio [OR], 0.44; 95% confidence interval [CI], 0.27-0.72), as were men in the highest quartile of area-level SES (OR, 0.52; 95% CI, 0.34-0.80). When assessing individual-level and area-level SES simultaneously and accounting for their nonindependence, the independent negative associations persisted and appeared to be more striking for men with a diagnosis of localized disease, rather than advanced disease. CONCLUSION: The independent effects of area-level and individual-level SES on prostate cancer risk seen in our study may help explain the conflicting results of previous studies conducted at both levels.

Black or African American↗
PubMed2006

Social determinants of access to reference care centres for patients with colorectal cancer--a multilevel analysis.

BACKGROUND: Although social disparities in survival for patients with cancer are documented in an increasing number of papers, knowledge on the underlying mechanisms concerning screening, diagnosis, treatment or follow-up, is relatively poor. Our study was aimed at investigating the social determinants of access to reference cancer care centres for surgery for colorectal cancer in France. METHODS: Retrospective analysis was conducted on population-based data from a specialised cancer registry (County of Calvados, France). The population consisted of 5156 patients with surgical treatment for colorectal cancer recorded between January 1st 1981 and December 31st 2000. RESULTS: The probability of being cared for in a reference care centre was 1.3-fold lower for people living in a deprived district (mean income < 15000 euros) and 3-fold lower for people living in a district where more than 7% of houses were devoid of bath and shower in comparison with districts where this rate was under 2%. After adjustment for distance from reference care centre, the probability of being cared for in a reference care centre was still over one third lower for people living in a district with more than 7% of houses devoid of bath and shower. Social disparities in management of patients with colorectal cancer have increased in the last decade. The reduction of access to reference care with distance was stronger in elderly patients. CONCLUSIONS: There is a social and geographical determination of type of treatment centre for care management of colorectal cancer in France. Special attention needs to be paid to the high quality of care management in non-specialised care centres in order to avoid an increased social gradient in cancer mortality in France.

Cancer Care Facilities↗
PubMed2005

Multilevel analysis of couple congruence on pain, interference, and disability.

Couple congruence on ratings of pain severity and disability were examined using hierarchical linear modeling. Older community Individuals with Chronic Pain (ICPs) and their spouses completed the Multidimensional Pain Inventory (pain severity, interference, negative spouse responses to pain), Sickness Impact Profile (physical disability, psychosocial disability), and the Mood and Anxiety Symptom Questionnaire (psychological distress). Both spouses reported on ICPs' pain and disability as well as their own psychological distress. Spousal incongruence was observed on interference and physical disability such that ICPs reported greater disability than their spouses reported for them. No significant incongruence was observed in pain severity or psychosocial disability. Predictors of couples' mean ratings of pain and disability were identified. Specifically, couples in which the ICP was female reported higher couples' ratings of pain severity and interference. ICP distress was related to higher couples' ratings of all pain and disability variables whereas spouse distress was related to higher psychosocial disability ratings. ICPs' perceptions of negative spouse responses were also positively associated with couples' ratings of physical and psychosocial disability. In terms of congruence, ICP distress was associated with incongruence on interference, physical disability, and psychosocial disability whereas spouse distress predicted incongruence on pain severity, and interference. This study suggests that understanding couples' pain outcome ratings involves an awareness of factors that might influence their perceptions and behaviors.

Aged↗
PubMed2005

Women's status and depressive symptoms: a multilevel analysis.

The effects of state-level women's status and autonomy on individual-level women's depressive symptoms were examined. We conducted a multi-level analysis of the 1991 longitudinal follow up of the 1988 National Maternal Infant Health Survey (NMIHS), with 7789 women nested within the fifty American states. State-level women's status was assessed by four composite indices measuring women's political participation, economic autonomy, employment & earnings, and reproductive rights. The main outcome measure was symptoms of depression (Center for Epidemiologic Studies Depression Scale, CES-D). The participants were a nationally representative stratified random sample of women in the USA aged between 17 and 40 years old who gave birth to live babies in 1988, were successfully contacted again in 1991 and provided complete information on depressive symptoms. Women who were younger, non-white, not currently married, less educated or had lower household income tended to report higher levels of depressive symptoms. Compared with states ranking low on the employment & earnings index, women residing in states that were high on the same index scored 0.85 points lower on the CES-D (p<0.01). Women who lived in states that were high on the economic autonomy index scored 0.83 points lower in depressive symptoms (p<0.01), compared with women who lived in states low on the same index. Finally, women who resided in states with high reproductive rights scored 0.62 points lower on the CES-D (p<0.05) compared with women who lived in states with lower reproductive rights. Gender inequality appears to contribute to depressive symptoms in women.

Adolescent↗
PubMed2005

A multilevel analysis of ethnic variation in depressive symptoms among adolescents in the United States.

This study examines linkages between ethnicity and symptoms of depression among adolescents, with a specific focus on the intersection of individual- and contextual-level risk factors. Data are from the National Longitudinal Study of Adolescent Health (Add Health), a panel survey of a nationally representative United States sample (analytic N = 18,473) of students in the 7th through 12th grades. Depressive symptoms are measured with a 16-item subscale of the Center for Epidemiologic Studies-Depression Scale. Hierarchical linear modeling is used to estimate the simultaneous effects of individual-level ethnicity, sex, age, family structure, and socioeconomic status (SES), and community-level ethnic composition and SES, operationalized by collapsing United States Census tract data to the school sampling area. There is significant variation in depressive symptoms among sampling areas and both individual- and contextual-level characteristics exert effects on depressive symptomatology. The impact of individual-level ethnicity on depressive symptoms depends upon characteristics of the sampling area, in that African American teens living within predominantly Non-Hispanic White areas are at especially high risk for frequent depressive symptoms. The findings demonstrate that the emotional consequences of membership in an ethnic group are in some instances contingent upon social context.

Adolescent↗
PubMed2002

Multilevel analysis of situational drinking among Canadian undergraduates.

Using a multi-level approach, we examined the contribution of drinking setting characteristics and of individual characteristics on the alcohol intake per drinking occasion. The data are drawn from the Canadian Campus Survey, a national mail survey conducted in 1998 with a random sample of 8,864 students in 18 universities. For each student, up to five drinking occasions were investigated, resulting in 26,348 drinking occasions among 6,850 drinkers. At the individual level this study focused on the university life experience. At the situational level, information about alcohol intake was recorded relative to why, when, where and with whom drinking occurred. Our results show that drinking setting is as important as the individual characteristics in explaining the alcohol intake per occasion. Policies aimed at reducing students alcohol intake may be more beneficial if they address both situational and individual factors.

Adolescent↗
PubMed1997

Does organization matter? A multilevel analysis of the demand-control model applied to human services.

The demand-control model (DC model) in occupational epidemiology suggests that health, an individual attribute, is partly determined by work organization, via the interplay of demand and control, job strain. The objective of this study was empirical assessment of the model's tenet of an organizational determination of individual health. An emerging analytic method, multi-level modelling, permits such an assessment. The study encompasses two large Swedish human service organizations. It was based on a nationally representative sample of 291 local organizational units (level 2) with 8296 employees (level 1), a median of 18 employees per unit. 5730 persons (69.1%) completed the questionnaire. Listwise deletion of missing data left a net study base of 4756 individuals in 284 units. Missing data were largely random. Demand and control were measured by standard questions and combined into a job strain index. Two such indices were calculated, one for quantitative demands and one for emotional demands. Individual attributes included age, gender, marital status, having children, social anchorage, and education. There were two dependent variables, self-assessed psychovegetative symptoms (worry, anxiousness, sadness, sleep difficulties, restlessness, and tension) and exhaustion (fatigue, feelings of being used up and overworked), both measured as summative indices. For psychovegetative health, a null model yielded 2.2% level 2 variance, unchanging when individual attributes were included in a random intercepts model. Inclusion of the strain variables rendered level 2 variance non-significant, decreasing level 1 variance by 23% and level 2 variance by 62%. For exhaustion, level 2 variation was 8.3% in the null model and 1.6% in the final model, with strain variables. The strain variables utilized in the DC-model thus draw a substantial part of their variation from the organizational level. It is concluded that the claim of the DC model to rely on organizational factors receives support.

Adult↗
PubMed2001

Intimate relationship characteristics associated with condom use among drug users and their sex partners: a multilevel analysis.

Few studies have examined sexual risk behaviors among drug users in the context of their primary sexual relationships. The aim of this study is to examine characteristics of sexual partners associated with inconsistent condom use among a sample of 703 cocaine and opiate users from Baltimore, MD who participated in a network oriented intervention study of human immunodeficiency syndrome (HIV) risk behaviors among drug users. The current study examines relationship characteristics between drug users and their sexual partners (n=1003). Some of the study participants had more than one sexual partner, accounting for the greater number of sexual pairs than study participants. Study participants reported using multiple drugs (56% injected, 48% sniffed heroin, and 48% smoked crack) and that 70% of their sexual partners also used heroin and/or cocaine. Forty percent reported consistent condom use in the past 3 months. In multiple logistic regression, characteristics associated with consistent condom use were, the drug user being HIV infected; not living with their sexual partners; and not being financially interdependent. Previous research has demonstrated lower rates of condom use with main compared with casual and exchange partners. Primary sexual partners provide a sense of stability and introducing condoms may not be desirable or realistic. HIV prevention programs that target drug users should focus on the benefits, such as trust and a sense of security, and risks of not using condoms in primary relationships. Programs should also focus on enhancing communication and negotiation skills through targeting individuals as well as couples.

Adolescent↗
PubMed1999

Area variations in use of modern contraception in rural Bangladesh: a multilevel analysis.

This study in Bangladesh found that inter-cluster variation in the use of modern reversible methods of contraception was significantly attributable to the educational levels of the female family planning workers working in the clusters. Women belonging to clusters served by educated workers had a higher probability of being contraceptive users than those whose workers had only completed primary education. At the household level, important determinants of use were socioeconomic status and religion. At the individual level, the woman being the wife of the household head and having some education were positively related to her being a user. The model also found that inter-household variation was significantly greater than inter-cluster variation. Finally, the study concludes that after controlling for various covariates at all three levels, the clusters do not have significantly different levels of use of modern reversible methods of contraception. There are, however, some special areas where contraceptive use is dramatically low, and these contribute significantly to the observed inter-cluster variation.

Adolescent↗
PubMed2002

Discrimination, crime, ethnic identity, and parenting as correlates of depressive symptoms among African American children: a multilevel analysis.

This study investigated the correlates of childhood depressive symptoms in an African American sample. We included processes that are likely to operate for all children, regardless of race or ethnicity, as well as events and circumstances that are largely unique to children of color. These various constructs were assessed at both the individual and community level. The analyses consisted of hierarchical linear modeling with a sample of 810 African American families living in Iowa and Georgia. Three individual-level variables were associated with childhood depressive symptoms: uninvolved parenting, racial discrimination. and criminal victimization. At the community level, prevalence of both discrimination and criminal victimization were positively related and community ethnic identification was negatively related to depressive symptoms. Further, there was evidence that community ethnic identification and neighborhood poverty serve to moderate the relationship between criminal victimization and depressive symptoms. Overall, the findings underscore the importance of considering factors unique to the everyday lives of the cultural group that is the focus of study, while demonstrating the dangers of a 'one model fits all" approach to studying children of color.

Black or African American↗
PubMed2005

Contemporary anthropogenic silver cycle: a multilevel analysis.

Anthropogenic cycling of silver in 1997 is presented using three discrete governmental units: 64 countries encompassing what we believe to be over 90% of global silver flows, 9 world regions, and the entire planet. Using material flow analysis (MFA) techniques, the country level cycles are aggregated to produce the regional cycles, which are used to form a "best estimate" global cycle. Interesting findings include the following: (1) several silver-mining countries export ore and concentrate but also import silver-containing semiproducts and products; (2) the level of development for a country, as indicated by the gross domestic product, is a fair indicator of silver use, but several significant outliers exist; (3) the countries with the greatest mine production include Mexico, the United States, Peru, and China, whereas the United States, Japan, India, Germany, and Italy lead in the fabrication and manufacture of products; (4) North America and Europe's use of silver products exceed that of other regions on a per capita basis; (5) global silver discards, including tailings and separation waste, totaled approximately 57% of the silver mined; (6) approximately 57% of the silver entering waste management globally is recycled; and (7) the amount of silver entering landfills globally is comparable to the amount found in tailings. The results of this MFA lay the basis for further analysis, which in turn can offer insight into natural resource policy, the characterization of environmental impact, and better resource management.

Commerce↗
PubMed2003

Neighborhood structure, parenting processes, and the development of youths' externalizing behaviors: a multilevel analysis.

Associations among neighborhood structure, parenting processes, and the development of externalizing behavior problems were investigated in a longitudinal sample of early adolescents (from age 11 to 13). Mothers' reports of parental monitoring (at age 11), mothers' and youths' reports of the amount of youths' unsupervised time (at age 11), and youths' reports of positive parental involvement (at age 12) were used to predict initial levels (at age 11) and growth rates in youths' externalizing behavior as reported by teachers. Census-based measures of neighborhood structural disadvantage, residential instability, and concentrated affluence were expected to moderate the effects of parenting processes (e.g., parental monitoring) on externalizing behavior. Hierarchical linear modeling results revealed that less parental monitoring was associated with more externalizing behavior problems at age 11, and more unsupervised time spent out in the community (vs. unsupervised time in any context) and less positive parental involvement were associated with increases in externalizing behavior across time. Furthermore, the decrease in externalizing levels associated with more parental monitoring was significantly more pronounced when youths lived in neighborhoods with more residential instability.

Adolescent↗
PubMed2003

Multilevel analysis of women's empowerment and HIV prevention: quantitative survey Results from a preliminary study in Botswana.

This preliminary study explored relationships between women's empowerment and HIV prevention on the national and individual level with a focus on Botswana. Among sub-Saharan Africa countries, HIV prevalence was positively correlated with indirect indicators of women's empowerment relating to their education (female enrollment in secondary education and ratio of female to male secondary school enrollment), but not to their economic status (female share of paid employment in industry and services) or political status (women's share of seats in national parliament), while controlling for gross national income, percentage of births attended, and percentage of roads paved. Condom use at last sexual encounter was positively and significantly correlated with both indicators of women's educational empowerment, but was not significantly related to the other two indices. Empowerment at the individual level was explored through a preliminary quantitative survey of 71 sexually active women in Gaborone, Botswana, that was conducted in February 2001. Regression analyses showed that women's negotiating power and economic independence were the factors most strongly related to condom use, and did not show that education was a crucial factor. Economic independence was the factor most strongly related to negotiating power. These results suggest that in Botswana, HIV prevention efforts may need to improve women's negotiating skills and access to income-generating activities.

Adult↗
PubMed2000

A multilevel analysis of the demands--control model: is stress at work determined by factors at the group level or the individual level?

This study explored the extent to which negative health-related outcomes are associated with differences between work groups and with differences between individuals within work groups using R.A. Karasek's (1979) demands-control model. The sample consisted of 260 employees in 31 working groups of a national bank in the Netherlands. Results suggest that job demands and job control should be conceptualized as having both group- and individual-level foundations. Support for Karasek's demands-control model was found only when these variables were split into the 2 parts, reflecting shared perceptions and employees' subjective assessment, respectively. One of the most appealing practical implications is that absence rates among homogeneous work groups can be reduced by enhancing actual control on the job.

Adult↗