The relationship between statistical power and predictor distribution in multilevel logistic regression: a simulation-based approach

The current study examined whether measures of structural gender equality conditioned the effects of defendant gender on incarceration decisions. Using data from the State Court Processing Statistics (SCPS) database, multilevel logistic regression was used to examine the relationship between both case- and county-level variables on incarceration decisions on a sample of defendants sentenced in state courts. Results indicated that women were less likely to be sentenced to prison than men, but there was no gender difference for jail and noncustodial sentences; however, the structural gender equality measures exerted only slight influences over sentencing outcomes.

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Socioeconomic disparities and the distribution of HIV in Cameroon: a multilevel logistic regression analysis

10.21203/rs.3.rs-16824/v1 ◽

2020 ◽

Author(s):

Zhongshang Yuan ◽

Weiqiang Lin ◽

Marlvin Anemey Tewara ◽

Liu Yunxia ◽

Helen Binang Barong ◽

...

Keyword(s):

Public Health ◽

Logistic Regression ◽

Regression Model ◽

Socioeconomic Factors ◽

Urban Areas ◽

Regional Distribution ◽

Socioeconomic Disparities ◽

Multilevel Logistic Regression ◽

Multilevel Regression ◽

The Relationship

Abstract Background: There have been controversial debates on the relationship between socioeconomic status and the distribution of HIV in Cameroon. We aim to illustrate the vulnerability of socioeconomic disparities and the risk of getting HIV for public health interventions. Methods: Descriptive statistics was conducted to quantify the socioeconomic gradients of HIV. A Multilevel logistic regression model was used to study the relationship between socioeconomic factors and HIV. The effect of the factors was presented as odds ratios (OR), with 95% confidence intervals (CIs). P-value less than 0.05 was considered to be statistically significant. We further mapped HIV prevalence in ArcGIS to visualize the regional distribution of HIV.Results: HIV was significantly associated with age (p<0.001), sex (p<0.001) and varies significantly by geographic region (p<0.001), level of education (p=0.001), wealth status (p<0.001), religion (p=0.042), ethnicity (p<0.001) and residence (p=0.001). HIV positive participants were more likely to be women, people with higher educational level, live in urban areas, practice the protestant religious belief, belong to the ethnicity of Kako/Meka/Pygmy and distributed in the East, South, and Yaoundé regions. Age, sex, region, education level, and ethnicity were significantly associated with the odds of having HIV from the multilevel regression model. Conclusion: Our finding recommends for novel intervention programs that will target the various socioeconomic factors associated with the odds of having HIV for proper public health management of the disease in Cameroon.

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Relationship between support for workers with illness and work functioning impairment in Japan during the COVID-19 pandemic

10.1101/2021.09.23.21263920 ◽

2021 ◽

Author(s):

Igarashi Yu ◽

Seiichiro Tateishi ◽

Arisa Harada ◽

Ayako Hno ◽

Mayumi Tsuji ◽

...

Keyword(s):

Logistic Regression ◽

Regression Analysis ◽

Health Condition ◽

Internet Survey ◽

Multilevel Logistic Regression ◽

Work Functioning ◽

Current Health ◽

Multilevel Logistic Regression Analysis ◽

Need Support ◽

The Relationship

Objective: This study examined the relationship between support for workers with illness and work functioning impairment during the COVID-19 pandemic. Methods: An internet survey was conducted on December, 2020. We included 22,388 subjects for analysis. A question was used to determine whether subjects need support from their company to continue working in their current health condition. The odds ratios (ORs) of relation between work functioning impairment and necessary of support for sick workers were estimated using multilevel logistic regression analysis. Results: The OR of work functioning impairment among sick workers not receiving support was 5.61 (95% confidence interval (CI) 5.19-6.06, p<0.001) and those receiving support was 1.82 (95% CI 1.64-2.03, p<0.001) compared to healthy workers. Conclusions: This study suggests that providing support to workers with illness may improve their work functioning impairment.

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A multilevel logistic regression approach to studying faking

PsycEXTRA Dataset ◽

10.1037/e518532013-120 ◽

2007 ◽

Author(s):

David M. LaHuis ◽

Derek A. Copeland

Keyword(s):

Logistic Regression ◽

Multilevel Logistic Regression ◽

Regression Approach

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PELAYANAN PUBLIK KESEHATAN PUSKESMAS DALAM MEMBERIKAN KEPUASAN MASYARAKAT DI KABUPATEN SUMENEP

Jurnal Riset Manajemen dan Bisnis (JRMB) Fakultas Ekonomi UNIAT ◽

10.36226/jrmb.v3i3.151 ◽

2018 ◽

Vol 3 (3) ◽

Author(s):

Aryo Wibisono ◽

R. Amilia Destryana

Keyword(s):

Public Health ◽

Logistic Regression ◽

Patient Satisfaction ◽

Health Center ◽

Public Service ◽

Public Health Center ◽

The Public ◽

Regression Methods ◽

Total Satisfaction ◽

The Relationship

This study aims to determine the index of public satisfaction in public health center services in Sumenep Regency and the relationship between the services to the public satisfaction. The analysis measured the index of public satisfaction and logistic regression methods to determine the effect of the relationship on total satisfaction in the health services of Public Health Center. The results of the study are the alignment between interests and patient satisfaction is still not aligned, there are still differences between interests and satisfaction, the pattern of the result is the relationship between the assurance dimension to the service satisfaction of the public health center, and the results of the index of public satisfaction values show that the results of the community assess the public health center performance is very good by getting an A grade. Keywords: public service, logistic regretion, index of public satisfaction

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Whos Chatting?: Interplay between Personality and WhatsApp Use

International Journal of Marketing and Business Communication ◽

10.21863/ijmbc/2015.4.4.022 ◽

2015 ◽

Vol 4 (4) ◽

Author(s):

Himanshu Rajput

Keyword(s):

Logistic Regression ◽

Multiple Regression ◽

Big Five ◽

Personality Assessment ◽

The Internet ◽

Big Five Inventory ◽

Significant Relationships ◽

Indian Context ◽

High Penetration ◽

The Relationship

Smartphone-based messaging applications have shown phenomenal growth with the proliferation of the internet coupled with the high penetration of smartphones into masses. The current study is an attempt to understand the relationship between the individuals personality and their use of WhatsApp, a popular smartphone-based messaging application in Indian context. For personality assessment the study takes Big Five Inventory. A questionnaire consisting items on individual WhatsApp use and Big Five Inventory was administered to students in an Indian University. Multiple regression and logistic regression revealed significant relationships between personality and WhatsApp usage and use of its different inbuilt functions.

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Study on the relationship of depression, anxiety, lifestyle and eating habits with the severity of reflux esophagitis

BMC Gastroenterology ◽

10.1186/s12876-021-01717-5 ◽

2021 ◽

Vol 21 (1) ◽

Author(s):

Rongxin Wang ◽

Jing Wang ◽

Shuiqing Hu

Keyword(s):

Quality Of Life ◽

Logistic Regression ◽

Regression Analysis ◽

Logistic Regression Analysis ◽

Reflux Esophagitis ◽

Eating Habits ◽

Positive Correlation ◽

Relationship Of ◽

The Relationship

Abstract Background The etiology of reflux esophagitis (RE) is multi-factorial. This study analyzed the relationship of depression, anxiety, lifestyle and eating habits with RE and its severity and further explored the impact of anxiety and depression on patients’ symptoms and quality of life. Methods From September 2016 to February 2018, a total of 689 subjects at Xuanwu Hospital Capital Medical University participated in this survey. They were divided into the RE group (patients diagnosed with RE on gastroscopy, n = 361) and the control group (healthy individuals without heartburn, regurgitation and other gastrointestinal symptoms, n = 328). The survey included general demographic information, lifestyle habits, eating habits, comorbidities, current medications, the gastroesophageal reflux disease (GERD) questionnaire (GerdQ), the Patient Health Questionnaire-9 depression scale and the General Anxiety Disorder-7 anxiety scale. Results The mean age and sex ratio of the two groups were similar. Multivariate logistic regression analysis identified the following factors as related to the onset of RE (p < 0.05): low education level; drinking strong tea; preferences for sweets, noodles and acidic foods; sleeping on a low pillow; overeating; a short interval between dinner and sleep; anxiety; depression; constipation; history of hypertension; and use of oral calcium channel blockers. Ordinal logistic regression analysis revealed a positive correlation between sleeping on a low pillow and RE severity (p = 0.025). Depression had a positive correlation with the severity of symptoms (rs = 0.375, p < 0.001) and patients’ quality of life (rs = 0.306, p < 0.001), whereas anxiety showed no such association. Conclusions Many lifestyle factors and eating habits were correlated with the onset of RE. Notably, sleeping on a low pillow was positively correlated with RE severity, and depression was positively related to the severity of symptoms and patients’ quality of life.

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785 Reported Restful Sleep Predicting Emotional Distress: Does Exercise (and its modalities) moderate?

SLEEP ◽

10.1093/sleep/zsab072.782 ◽

2021 ◽

Vol 44 (Supplement_2) ◽

pp. A305-A306

Author(s):

Jesse Moore ◽

Ellita Williams ◽

Collin Popp ◽

Anthony Briggs ◽

Judite Blanc ◽

...

Keyword(s):

Logistic Regression ◽

Aerobic Exercise ◽

Regression Models ◽

Regression Analyses ◽

Logistic Regression Models ◽

The Past ◽

Strengthening Exercise ◽

Waking Up ◽

The Relationship ◽

Age And Sex

Abstract Introduction Literature shows that exercise moderates the relationship between sleep and emotional distress (ED.) However, it is unclear whether different types of exercise, such as aerobic and strengthening, affect this relationship differently. We investigated the moderating role of two types of exercise (aerobic and strengthening) regarding the relationship between ED and sleep. Methods Our analysis was based on data from 2018 National Health Interview Survey (NHIS), a nationally representative study in which 2,814 participants provided all data. Participants were asked 1) “how many days they woke up feeling rested over the past week”, 2) the Kessler 6 scale to determine ED (a score >13 indicates ED), and 3) the average frequency of strengthening or aerobic exercise per week. Logistic regression analyses were performed to determine if the reported days of waking up rested predicted level of ED. We then investigated whether strengthening or aerobic exercise differentially moderated this relationship. Covariates such as age and sex were adjusted in the logistic regression models. Logistic regression analyses were performed to determine if subjective reporting of restful sleep predicted level of ED. We investigated whether strengthening exercise or aerobic exercise differentially moderated this relationship. Covariates such as age and sex were adjusted in the logistic regression models. Results On average, participants reported 4.41 restful nights of sleep (SD =2.41), 3.43 strengthening activities (SD = 3.19,) and 8.47 aerobic activities a week (SD=5.91.) We found a significant association between days over the past week reporting waking up feeling rested and ED outcome according to K6, Χ2(1) = -741, p= <.001. The odds ratio signified a decrease of 52% in ED scores for each unit of restful sleep (OR = .48, (95% CI = .33, .65) p=<.001.) In the logistic regression model with moderation, aerobic exercise had a significant moderation effect, Χ2(1) = .03, p=.04, but strengthening exercise did not. Conclusion We found that restful sleep predicted reduction in ED scores. Aerobic exercise moderated this relationship, while strengthening exercise did not. Further research should investigate the longitudinal effects of exercise type on the relationship between restful sleep and ED. Support (if any) NIH (K07AG052685, R01MD007716, K01HL135452, R01HL152453)

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Ordinal outcome analysis improves the detection of between-hospital differences in outcome

BMC Medical Research Methodology ◽

10.1186/s12874-020-01185-7 ◽

2021 ◽

Vol 21 (1) ◽

Author(s):

I. E. Ceyisakar ◽

N. van Leeuwen ◽

Diederik W. J. Dippel ◽

Ewout W. Steyerberg ◽

H. F. Lingsma

Keyword(s):

Logistic Regression ◽

Quality Of Care ◽

Outcome Measures ◽

Statistical Power ◽

Ordinal Scale ◽

Efficiency Gain ◽

Number Of Patients ◽

Dichotomous Outcomes ◽

Ordinal Outcome

Abstract Background There is a growing interest in assessment of the quality of hospital care, based on outcome measures. Many quality of care comparisons rely on binary outcomes, for example mortality rates. Due to low numbers, the observed differences in outcome are partly subject to chance. We aimed to quantify the gain in efficiency by ordinal instead of binary outcome analyses for hospital comparisons. We analyzed patients with traumatic brain injury (TBI) and stroke as examples. Methods We sampled patients from two trials. We simulated ordinal and dichotomous outcomes based on the modified Rankin Scale (stroke) and Glasgow Outcome Scale (TBI) in scenarios with and without true differences between hospitals in outcome. The potential efficiency gain of ordinal outcomes, analyzed with ordinal logistic regression, compared to dichotomous outcomes, analyzed with binary logistic regression was expressed as the possible reduction in sample size while keeping the same statistical power to detect outliers. Results In the IMPACT study (9578 patients in 265 hospitals, mean number of patients per hospital = 36), the analysis of the ordinal scale rather than the dichotomized scale (‘unfavorable outcome’), allowed for up to 32% less patients in the analysis without a loss of power. In the PRACTISE trial (1657 patients in 12 hospitals, mean number of patients per hospital = 138), ordinal analysis allowed for 13% less patients. Compared to mortality, ordinal outcome analyses allowed for up to 37 to 63% less patients. Conclusions Ordinal analyses provide the statistical power of substantially larger studies which have been analyzed with dichotomization of endpoints. We advise to exploit ordinal outcome measures for hospital comparisons, in order to increase efficiency in quality of care measurements. Trial registration We do not report the results of a health care intervention.

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Relationship between Oral Hypofunction and Sarcopenia in Community-Dwelling Older Adults: The Otassha Study

International Journal of Environmental Research and Public Health ◽

10.3390/ijerph18126666 ◽

2021 ◽

Vol 18 (12) ◽

pp. 6666

Author(s):

Yoshihiro Kugimiya ◽

Masanori Iwasaki ◽

Yuki Ohara ◽

Keiko Motokawa ◽

Ayako Edahiro ◽

...

Keyword(s):

Older Adults ◽

Logistic Regression ◽

Cross Sectional Study ◽

Albumin Level ◽

Community Dwelling ◽

Tongue Pressure ◽

Swallowing Function ◽

Cross Sectional ◽

Community Dwelling Older Adults ◽

The Relationship

Oral hypofunction, resulting from a combined decrease in multiple oral functions, may affect systemic-condition deterioration; however, few studies have examined the association between oral hypofunction and general health among older adults. In this cross-sectional study, we examined the relationship between oral hypofunction and sarcopenia in community-dwelling older adults. We included 878 adults (268 men and 610 women, mean age 76.5 ± 8.3 years). Tongue coating index, oral moisture, occlusal force, oral diadochokinesis (/pa/,/ta/,/ka/), tongue pressure, mas-ticatory function, and swallowing function were evaluated as indicators of oral hypofunction. Grip strength, gait speed, and skeletal muscle mass index were measured as diagnostic sarcopenia parameters. The association between oral hypofunction and sarcopenia was examined via logistic regression using sarcopenia as the dependent variable. Oral hypofunction prevalence was 50.5% overall, 40.3% in men, and 54.9% in women. The prevalence of sarcopenia was 18.6% overall, 9.7% in men, and 22.5% in women. A logistic regression showed oral hypofunction, age, body mass index, higher-level functional capacity, and serum albumin level were significantly associated with sarcopenia. Sarcopenia occurred at an increased frequency in patients diagnosed with oral hypofunction (odds ratio: 1.59, 95% confidence interval: 1.02–2.47); accordingly, oral hypofunction appears to be significantly associated with sarcopenia.

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