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Linear Regression Modeling (linear + regression_modeling)
Selected AbstractsNurse-Midwives' Experiences with Planned Home Birth: Impact on Attitudes and PracticeBIRTH, Issue 4 2009Saraswathi Vedam RM, SciD(h.c.) ABSTRACT: Background: Health care providers' attitudes toward maternity care options influence the nature of informed decision-making discussions and patient choice. A woman's choice of birth site may be affected by her provider's opinion and practice site. The objectives of this study were to describe American nurse-midwives' attitudes toward, and experiences with, planned home birth, and to explore correlates and predictors of their attitudes toward planned home birth as measured by the Provider Attitudes towards Planned Home Birth (PAPHB) scale.Methods: A survey instrument, which incorporates the PAPHB and assesses demographic, education, practice, personal experience, and external barrier variables that may predict attitudes toward planned home birth practice, was completed by 1,893 nurse-midwives. Bivariate analysis identified associations between variables and attitudes. Linear regression modeling identified predictors of attitudes.Results: Variables that significantly predicted favorable attitudes to planned home birth were increased clinical and educational experiences with planned home birth (p < 0.001), increased exposure to planned home birth (p < 0.001), and younger age (p < 0.001). External barriers that significantly predicted less favorable attitudes included financial (p = 0.03) and time (p < 0.001) constraints, inability to access medical consultation (p < 0.001), and fear of peer censure (p < 0.001). Willingness to practice in the home was correlated with factors related to nurse-midwives' confidence in their management abilities and beliefs about planned home birth safety.Conclusions: The results suggest that nurse-midwives' choice of practice site and comfort with planned home birth are strongly influenced by the nature and amount of exposure to home birth during professional education or practice experiences, in addition to interprofessional, logistic, and environmental factors. Findings from this research may inform interdisciplinary education and collaborative practice in the area of planned home birth. [source] Differences in the Annual Incomes of Emergency Physicians Related to GenderACADEMIC EMERGENCY MEDICINE, Issue 5 2007William B. Weeks MD ObjectivesTo examine the association between physician gender and income for emergency physicians (EPs) after correcting for factors likely to influence income. MethodsThe authors used survey responses collected during the 1990s from 392 actively practicing white EPs. Linear regression modeling was used to determine the association between provider gender and annual income after controlling for workload, provider characteristics, and practice characteristics. ResultsWhite female EPs reported seeing 7% fewer visits but worked 3% more annual hours than their white male counterparts. White female EPs had practiced medicine for fewer years than white male EPs, although the distribution of respondents across categories of years practicing medicine was not dramatically different. Female EPs were more likely to be employees, as opposed to having an ownership interest in the practice. Female EPs were less likely than their male counterparts to be board certified. After adjustment for work effort, provider characteristics, and practice characteristics, the mean annual income of white female EPs was 193,570, or 47,854 (20%) lower than that for white male EPs (95% confidence interval =,82,710 to ,12,997; p = 0.007). ConclusionsDuring the 1990s, female gender was associated with lower annual income among EPs. These findings warrant further exploration to determine what factors might cause the gender-based differences in income that were found. [source] An investigation of computer literacy and attitudes amongst Greek post-graduate dental studentsEUROPEAN JOURNAL OF DENTAL EDUCATION, Issue 3 2007Kimon Divaris An accurate assessment of the computer skills of students is a pre-requisite for the success of any e-learning interventions. The aim of the present study was to assess objectively the computer literacy and attitudes in a group of Greek post-graduate students, using a task-oriented questionnaire developed and validated in the University of Malmö, Sweden. 50 post-graduate students in the Athens University School of Dentistry in April 2005 took part in the study. A total competence score of 0,49 was calculated. Socio-demographic characteristics were recorded. Attitudes towards computer use were assessed. Descriptive statistics and linear regression modeling were employed for data analysis. Total competence score was normally distributed (Shapiro,Wilk test: W = 0.99, V = 0.40, P = 0.97) and ranged from 5 to 42.5, with a mean of 22.6 (±8.4). Multivariate analysis revealed ,gender', ,e-mail ownership' and ,enrollment in non-clinical programs' as significant predictors of computer literacy. Conclusively, computer literacy of Greek post-graduate dental students was increased amongst males, students in non-clinical programs and those with more positive attitudes towards the implementation of computer assisted learning. [source] Determinants of Lesion Sizes and Tissue Temperatures During Catheter CryoablationPACING AND CLINICAL ELECTROPHYSIOLOGY, Issue 5 2007MARK A. WOOD M.D. Background:Factors which influence lesion size from catheter-based cryoablation have not been well described. This study describes factors which influence lesion size during catheter cryoablation. Methods and Results:Cryoablation was delivered to porcine left ventricular myocardium in a saline bath using 4- or 8-mm electrode catheters. Ablation was delivered with the electrodes either vertical or horizontal to the tissue and both with and without superfusate flow over the electrode. The effect of electrode contact pressure was tested. Lesion dimensions were measured. All experiments were duplicated to measure tissue temperatures at 1-, 2-, 3-, and 5-mm deep to the ablation electrode. The 8-mm electrode produced lower tissue temperatures and larger lesion volumes when compared with the 4-mm electrode (all P < 0.05). Superfusate flow slowed the rate of tissue cooling, markedly warmed tissue temperatures, and reduced lesion volume when compared with no flow conditions. By linear regression modeling, lesion sizes and tissue temperatures were related to the presence of superfusate flow, electrode orientation, contact pressure and electrode size, or catheter refrigerant flow rate (r2 for models = 0.90,0.96, all P < 0.001). Electrode temperature predicted lesion size or tissue temperatures only when analyzed independent of electrode size or refrigerant flow rate. Conclusions:Lesion sizes and tissue temperatures during catheter cryoablation are related to convective warming, electrode orientation, electrode contact pressure, and any of the following: electrode size, catheter refrigerant flow rate or electrode temperature. However, electrode temperature may be a poor predictor of lesion size and tissue temperature for a given catheter size. [source] The correlates and influences of career-related continuous learning: Implications for management professionalsPERFORMANCE IMPROVEMENT QUARTERLY, Issue 4 2010Kevin D. Kuznia Management personnel are increasingly aware that career success depends on the ability to continuously learn and adapt to the environment. However, scant attention has been paid to how learning activities contribute to managerial success. This study examines the degree to which involvement in career-related continuous learning affects managerial career success. Career success as defined in this study comprises both objective (ascendancy) and subjective (organizational commitment, professional commitment, career satisfaction) elements. Five hypotheses are tested using linear regression modeling. Results indicate that as individuals increase participation in career-related continuous learning, their managerial career success increases as well. [source] Rural,Urban Differences in Primary Care Physicians' Practice Patterns, Characteristics, and IncomesTHE JOURNAL OF RURAL HEALTH, Issue 2 2008William B. Weeks MD ABSTRACT:,Context:Low salaries and difficult work conditions are perceived as a major barrier to the recruitment of primary care physicians to rural settings. Purpose: To examine rural,urban differences in physician work effort, physician characteristics, and practice characteristics, and to determine whether, after adjusting for any observed differences, rural primary care physicians' incomes were lower than those of urban primary care physicians. Methods: Using survey data from actively practicing office-based general practitioners (1,157), family physicians (1,378), general internists (2,811), or pediatricians (1,752) who responded to the American Medical Association's annual survey of physicians between 1992 and 2002, we used linear regression modeling to determine the association between practicing in a rural (nonmetropolitan) or urban (standard metropolitan statistical area) setting and physicians' annual incomes after controlling for specialty, work effort, provider characteristics, and practice characteristics. Findings: Rural primary care physicians' unadjusted annual incomes were similar to their urban counterparts, but they tended to work longer hours, complete more patient visits, and have a much greater proportion of Medicaid patients. After adjusting for work effort, physician characteristics, and practice characteristics, primary care physicians who practiced in rural settings made $9,585 (5%) less than their urban counterparts (95% confidence intervals: ,$14,569, ,$4,602, P < .001). In particular, rural practicing general internists and pediatricians experienced lower incomes than did their urban counterparts. Conclusions: Addressing rural physicians' lower incomes, longer work hours, and greater dependence on Medicaid reimbursement may improve the ability to ensure that an adequate supply of primary care physicians practice in rural settings. [source] Premature atherosclerosis in pediatric systemic lupus erythematosus: Risk factors for increased carotid intima-media thickness in the atherosclerosis prevention in pediatric lupus erythematosus cohort,ARTHRITIS & RHEUMATISM, Issue 5 2009Laura E. Schanberg Objective To evaluate risk factors for subclinical atherosclerosis in a population of patients with pediatric systemic lupus erythematosus (SLE). Methods In a prospective multicenter study, a cohort of 221 patients underwent baseline measurements of carotid intima-media thickness (CIMT) as part of the Atherosclerosis Prevention in Pediatric Lupus Erythematosus (APPLE) trial. SLE disease measures, medications, and traditional risk factors for atherosclerosis were assessed. A standardized protocol was used to assess the thickness of the bilateral common carotid arteries and the mean maximal IMT of 12 segments. Univariable analysis identified potential associations with CIMT, which were examined in multivariable linear regression modeling. Results Based on the mean-mean common or the mean-max CIMT as the dependent variable, univariable analysis showed significant associations of the following variables with increased CIMT: increasing age, longer SLE duration, minority status, higher body mass index (BMI), male sex, increased creatinine clearance, higher lipoprotein(a) level, proteinuria, azathioprine treatment, and prednisone dose. In multivariable modeling, both azathioprine use (P = 0.005 for the mean-mean model and P = 0.102 for the mean-max model) and male sex (P < 0.001) were associated with increases in the mean-max CIMT. A moderate dosage of prednisone (0.15,0.4 mg/kg/day) was associated with decreases in the mean-max CIMT (P = 0.024), while high-dose and low-dose prednisone were associated with increases in the mean-mean common CIMT (P = 0.021) and the mean-max CIMT (P = 0.064), respectively. BMI (P < 0.001) and creatinine clearance (P = 0.031) remained associated with increased mean-mean common CIMT, while increasing age (P < 0.001) and increasing lipoprotein(a) level (P = 0.005) were associated with increased mean-max CIMT. Conclusion Traditional as well as nontraditional risk factors were associated with increased CIMT in this cohort of patients in the APPLE trial. Azathioprine treatment was associated with increased CIMT. The relationship between CIMT and prednisone dose may not be linear. [source] Association of natural fluoride in community water supplies with dental health of children in remote Indigenous communities , implications for policyAUSTRALIAN AND NEW ZEALAND JOURNAL OF PUBLIC HEALTH, Issue 3 2009Ross S. Bailie Abstract Objective: To map the geographic distribution of fluoride in water supplies and child dental caries in remote Indigenous communities of the Northern Territory (NT). To examine the association between fluoride levels, household and community factors, access to services and child dental caries in these communities and to model the impact on the caries experience of children of introducing water fluoridation. Methods: Fluoride testing was conducted in 80 locations across the NT in 2001. Measures of mean caries experience for six-year-olds and 12-year-olds and community and housing-related infrastructure were obtained from records of the NT School Dental Service. Associations between community fluoride levels, community level variables and childhood caries experience and potential impact of water fluoridation were assessed using linear regression modeling. Results: Mean caries experience for six- and 12-year-olds tended to be higher in northern and eastern areas of the NT, corresponding to the distribution of low levels of natural fluoride. Several-fold more children in remote NT communities are exposed to the risks of inadequate fluoride than are exposed to excessive fluoride. Mean reticulated fluoride level was the only variable significantly associated (p<0.05) with caries experience in both age groups. The potential reduction of caries through introducing water fluoridation is expected to be about 28% for children living in communities with the lowest levels of fluoride (<0.3 mg/L). Conclusions and Implications: Introduction of fluoridation of water supplies into communities with inadequate natural fluoride is a vital measure for improving the dental health of children living in remote NT communities. [source] | ||||||||||