mixed regression
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2021 ◽  
Author(s):  
Erwin Stolz ◽  
Hannes Mayerl ◽  
Wolfgang Freidl

BACKGROUND: It is unclear how strong and long lasting the effects of recurring COVID-19 restrictions on older adults' loneliness are. METHODS: 469 retired older adults (60+) provided 8,814 repeated observations of loneliness (27 waves) in the Austrian Corona Panel Project between March 2020 and December 2021. Ordinal mixed regression models were used to estimate the effect of the stringency of COVID-19 restrictions (SI) on loneliness. RESULTS: The proportion of older adults who reported to be often lonely correlated closely (r=0.63) with the SI over time: both peaked during lockdowns (SI=82, often lonely=10-12%) and were lowest during the summer of 2020 (SI=36, often lonely=5- 6%). Results from regression models indicate, that when the SI increased above 60 (=strict lockdown), an increase in loneliness followed. Older adults who lived alone were more affected than those living with others. CONCLUSIONS: Stringent COVID-19 restrictions lead to situational loneliness, par- ticularly among those who lived alone. Efforts should be made to enable older adults who live alone to have save in-person contact during lockdown periods.


Author(s):  
Ahmed S. Mohammed Metwally ◽  
Sobhy M. Yakout ◽  
Malak N. K. Khattak ◽  
Ghadah Alkhaldi ◽  
Nasser M. Al-Daghri

Studies investigating the association of vitamin D on intelligence is limited. The present study therefore aims to determine the association of vitamin D status with the different domains of intelligence among Saudi Arabian adolescents. This study used relational survey method among 1864 Saudi adolescent, including 549 boys and 1315 girls (mean age 14.7 ± 1.7 years) recruited using a multistage, stratified cluster randomization of 47 public and private schools in Riyadh in Saudi Arabia. A general questionnaire was used to collect demographic information. Intelligence was assessed using multiple intelligence inventory. Anthropometrics were measured and fasting blood samples collected for assessment of glucose and lipid profile. Vitamin D deficiency (25(OH)D <50 nmol/L) was observed in 84.2% of boys and 93.5% of girls. Girls had higher levels of verbal, kinesthetic, musical, naturalist and existential intelligence than boys, while boys have higher logical intelligence than girls (p-values < 0.05). Mixed regression analysis controlled for age, BMI and sex revealed that kinesthetic intelligence was significantly associated with 25(OH)D in boys (β 5.6 (2.8–8.5; p < 0.001)) and inversely associated with musical intelligence (β −1.2 (−2.3–0.1; p = 0.03)) and positively with naturalist (β 2.3 (0.5–4.2; p = 0.01)) in girls. Vitamin D status is associated with several domains of intelligence in adolescents and is sex-specific. Development a specific domain of intelligence may indirectly affect vitamin D status among adolescents, but needs to be proven prospectively.


Author(s):  
Yibing Wang ◽  
Xun Sun ◽  
Hui Ma ◽  
Xueling Qu ◽  
Haitao Wang

Background: We aimed to determine the risk factors associated with cognitive performance in older adults in China. Methods: A longitudinal study was conducted in a group of 1,898 adults aged 60 yr and over in China, Cognitive score was determined by a modified Telephone Interview for Cognitive Status (TICSM). The dietary intake of iron (Fe), zinc (Zn) and copper (Cu) from cereal source foods (CSF) were calculated by using Food Frequency Questionnaire (FFQ) and Chinese Food Composition Tables. Descriptive statistics and multivariate mixed regression models were utilized to explore the association between the intake of these elements and cognitive function. Results: The mean dietary intakes of Fe, Zn and Cu from CSF were 12.01, 6.90 and 1.30 mg/d respectively. Compared with participants in the high-cognitive group, those in the low-cognitive group had lower total dietary intakes of Fe, Zn and Cu. However, with respect to ratios of CSF-Zn, CSF-Fe and CSF-Cu to their respective total values, participants in the low-cognitive group had significantly higher ratios than those in the high-cognitive group. The results of multivariate mixed regression model revealed that although total dietary Zn intake was positively linked with cognitive function, the CSF-Zn/Zn ratio was negatively associated with cognitive performance. Conclusion: Excessive intake of Zn from a specific food source, such as CSF, was found to be negatively associated with cognitive status. Avoiding over-intake of Zn from CSF foods and diversifying intake of Zn from different food sources seemed to protect individuals from cognitive decline.


2021 ◽  
Vol 2021 (12) ◽  
pp. 124004
Author(s):  
Parthe Pandit ◽  
Mojtaba Sahraee-Ardakan ◽  
Sundeep Rangan ◽  
Philip Schniter ◽  
Alyson K Fletcher

Abstract We consider the problem of estimating the input and hidden variables of a stochastic multi-layer neural network (NN) from an observation of the output. The hidden variables in each layer are represented as matrices with statistical interactions along both rows as well as columns. This problem applies to matrix imputation, signal recovery via deep generative prior models, multi-task and mixed regression, and learning certain classes of two-layer NNs. We extend a recently-developed algorithm—multi-layer vector approximate message passing, for this matrix-valued inference problem. It is shown that the performance of the proposed multi-layer matrix vector approximate message passing algorithm can be exactly predicted in a certain random large-system limit, where the dimensions N × d of the unknown quantities grow as N → ∞ with d fixed. In the two-layer neural-network learning problem, this scaling corresponds to the case where the number of input features as well as training samples grow to infinity but the number of hidden nodes stays fixed. The analysis enables a precise prediction of the parameter and test error of the learning.


2021 ◽  
Author(s):  
Isabelle Dehaene ◽  
Tessa Van Steenstraeten ◽  
Kris De Coen ◽  
Stefanie De Buyser ◽  
Johan Decruyenaere ◽  
...  

Abstract Objective - To compare neonatal magnesemia in the first fifteen days of neonatal life between three groups: a control group not exposed to MgSO4, a neuroprotection group, and an eclampsia prevention group, and to explore its’ associations with child outcomes. Design - Retrospective single-centre cohort study. Setting - Tertiary care setting. Population - Infants admitted at the neonatal intensive care unit born between 24 and 32 weeks’ gestation, regardless of etiology of preterm birth.Methods - Linear mixed regression of neonatal magnesemia on exposure group and day of life. Generalised estimating equations models of child outcomes on neonatal magnesemia according to exposure group and day of life. Main outcome measures - Neonatal magnesemia (mmol/l). Results - Neonatal magnesemia is significantly higher in the preeclampsia group compared to the control and neuroprotection group. On the day of birth, this is irrespective of maternal magnesemia (preeclampsia vs control group), and the maternal total dose or duration of MgSO4 administration (preeclampsia vs neuroprotection group). No differences were found in short-term composite outcome between the three groups. Conclusions - We found mean differences in neonatal magnesemia between children not exposed to MgSO4 antenatally, children exposed for fetal neuroprotection, and children exposed for maternal eclampsia prevention. A 4g loading and 1g/h maintenance dose, for fetal neuroprotection and eclampsia prevention, appears to be safe on the short term for the neonate.


2021 ◽  
Vol 9 (12) ◽  
pp. 2448
Author(s):  
Rachel Francoeur ◽  
Alon Atuhaire ◽  
Moses Arinaitwe ◽  
Moses Adriko ◽  
Diana Ajambo ◽  
...  

Schistosoma mansoni is a parasite which causes significant public-health issues, with over 240 million people infected globally. In Uganda alone, approximately 11.6 million people are affected. Despite over a decade of mass drug administration in this country, hyper-endemic hotspots persist, and individuals who are repeatedly heavily and rapidly reinfected are observed. Human blood-type antigens are known to play a role in the risk of infection for a variety of diseases, due to cross-reactivity between host antibodies and pathogenic antigens. There have been conflicting results on the effect of blood type on schistosomiasis infection and pathology. Moreover, the effect of blood type as a potential intrinsic host factor on S. mansoni prevalence, intensity, clearance, and reinfection dynamics and on co-infection risk remains unknown. Therefore, the epidemiological link between host blood type and S. mansoni infection dynamics was assessed in three hyper-endemic communities in Uganda. Longitudinal data incorporating repeated pretreatment S. mansoni infection intensities and clearance rates were used to analyse associations between blood groups in school-aged children. Soil-transmitted helminth coinfection status and biometric parameters were incorporated in a generalised linear mixed regression model including age, gender, and body mass index (BMI), which have previously been established as significant factors influencing the prevalence and intensity of schistosomiasis. The analysis revealed no associations between blood type and S. mansoni prevalence, infection intensity, clearance, reinfection, or coinfection. Variations in infection profiles were significantly different between the villages, and egg burden significantly decreased with age. While blood type has proven to be a predictor of several diseases, the data collected in this study indicate that it does not play a significant role in S. mansoni infection burdens in these high-endemicity communities.


2021 ◽  
Author(s):  
Lara Pearson ◽  
Wim Pouw

In many musical styles worldwide, vocalists manually gesture while they sing. Coupling between gesture kinematics and vocalisation has been examined in speech contexts, but it is an open question how these couple in music making. We examine this in a corpus of South Indian vocal music in the Karnatak style, containing audio and motion-capture recordings. Through linear mixed regression and GAM modeling, we assessed whether peaks in vertical velocity, speed or acceleration were more strongly temporally predictive for changes in vocal acoustics, namely pitch and amplitude. Kinematic coupling was stronger for pitch change versus amplitude. An acceleration-based model was the most predictive for change in pitch and also had the most reliable magnitude coupling with vocal acoustics, showing a 1/3 power relation. That acceleration rather than other kinematics is maximally predictive for vocalization is interesting because accelerations entail that forces are produced onto the body. Thus force-transfer may prove to be salient for gesture-vocal synchrony in this context. As a theoretical contribution, we argue that gesturing in musical contexts should be understood in relation to the body’s tensegrity structure and also vocalists’ performance goals. We therefore propose that gesture-vocal coupling should be viewed as a neuro-bodily distributed aesthetic entanglement.


2021 ◽  
Author(s):  
Christina Bahrs ◽  
Miriam Kesselmeier ◽  
Martin Kolditz ◽  
Santiago Ewig ◽  
Gernot Rohde ◽  
...  

Recently, a 15-valent (PCV15) and a 20-valent pneumococcal conjugate vaccine (PCV20) have been licensed by the US Food and Drug Administration and are under evaluation by the European Medicines Agency.PCV15 contains all serotypes of the 13-valent conjugate vaccine (PCV13) plus serotype 22F and 33F and PCV20 includes PCV13 serotypes plus serotype 8, 10A, 11A, 12F, 15B, 22F and 33F. We investigated pneumococcal serotype distribution, secular trends and proportion of pneumonia caused by serotypes included in PCV13, PCV15, PCV20, and the 23-valent pneumococcal polysaccharide vaccine (PPV23) among adult patients with all-cause community-acquired pneumonia (CAP) between 2013 and 2019. We applied logistic mixed regression modelling to assess annual trends. Urine samples from adult patients with CAP treated in the community or hospital in Germany and included in the CAPNETZ study, a prospective multi-centre cohort study, were analysed by two serotype-specific multiplex urinary antigen detection assays (UAD1/UAD2) at Pfizer's Vaccines Research and Development Laboratory. UAD1 detects serotypes in PCV13, UAD2 detects additional serotypes in PCV20 plus serotypes 2, 9N, 17F and 20. Out of 1,831 patients screened, urine samples with a valid UAD test result were available for 1,343 patients (73.3%). Among those patients, 829 patients (61.7%) were male, 792 patients (59,0%) were aged 60 years and above, 1038 patients (77.3%) had at least one comorbidity and 1,204 patients (89.7%) were treated in the hospital. The overall proportion of vaccine-type pneumonia among all-cause CAP for PCV13, PCV15, PCV20 and PPV23 was 7.7% (n=103), 9.1% (n=122), 12.3% (n=165) and 13.3% (n=178). Over the entire observation period, we did not observe evidence for significant annual trends in pneumococcal vaccine serotype coverage against pneumonia in adults (PCV13: OR 0.94, 95% CI 0.83-1.05; PCV15: OR 0.93, 95% CI 0.84-1.03; PCV20: OR 0.95, 95% CI 0.86-1.04; PPV23: OR 0.99, 95% CI 0.90-1.08). In conclusion, our data show that i) the infant vaccination program of PCV13, which started in Germany 2010 did not result in a relevant and sustained decrease of PCV13 serotypes in pneumonia in adults and ii) that the gap in the coverage between PCV20 and PPV23 was small and did not increase over the entire observation time.


PLoS ONE ◽  
2021 ◽  
Vol 16 (9) ◽  
pp. e0257653
Author(s):  
Suellen Rodrigues Maia ◽  
Pamela Almerinda Mendes ◽  
Felipe Farias Pereira da Câmara Barros ◽  
Ilan Munhoz Ayer ◽  
Salvador Boccaletti Ramos ◽  
...  

The use of renal biopsy through laparoscopy is increasingly present both in human and veterinary medicine. However, both techniques require skill and training to make the operator capable to do it. The learning curve allows the quantitative and qualitative assessment of the number of attempts and minimum time for the surgical procedure. The objective included establish the learning curve for laparoscopy-guided kidney biopsy procedures in dog and pig corpses. Six dogs and six pigs corpses weighing less than 10 kg were used for this study. All corpses underwent kidney biopsy performed through laparoscopy. Twenty-four operators, two per animal, performed 20 renal biopsies each (10 for each kidney), with 480 collection-procedures in total. Duration and difficulty of the procedure and the biopsy sample quality were evaluated and statistical analysis was performed using a mixed regression model with a random effect of individuals and multivariate analysis of data. There were 91.5% of the samples that were adequate for evaluation. There was no significant difference in the number of glomeruli or cortex percentage considering the attempts in either species, demonstrating the operator’s ability since first collection. Swine samples showed higher amounts of renal cortex than canine samples. The procedure duration was shorter as more attempts were performed in dogs and pigs. From the fourth repetition, the professional reached a plateau for the variable related to ‘collection’, and from the second, the professional presented uniform duration for ‘sample storage’. Operators of the swine model acquired more agility than the dog ones. The variable ‘difficulty’ decreased as more repetitions were performed, reaching a plateau in the sixth attempt. Seven renal biopsies laparoscopy-guided are required for an operator to be considered ‘capable’ to perform the procedure in the referred species included. The learning curve for image-guided kidney biopsy procedures improves the implementation of this technique and benefits patients that undergo this procedure.


Author(s):  
Celine Yeung ◽  
Alex Kiss ◽  
Sarah Rehou ◽  
Shahriar Shahrokhi

Abstract Patients with burn injuries require large doses of opioids and gabapentinoids to achieve pain control and are often discharged from hospital with similar amounts. This study aimed to identify patient risk factors that increase analgesic requirements among patients with burn injuries and to determine the relationship between opioid and gabapentinoid use. Patient charts from July 1, 2015 to 2018 were reviewed retrospectively to determine analgesic requirements 24 hours before discharge. Linear mixed regression models were performed to determine patient risk factors (age, gender, history of substance misuse, TBSA of burn, length of stay in hospital, history of psychiatric illness, or surgical treatment) that may increase analgesic requirements. This study found that patients with a history of substance misuse (P = .01) or who were managed surgically (P = .01) required higher doses of opioids at discharge. Similarly, patients who had undergone surgical debridement required more gabapentinoids (P &lt; .001). For every percent increase in TBSA, patients also required 14 mg more gabapentinoids (P = .01). In contrast, older patients (P = .006) and those with a longer hospital stay (P = .009) required fewer amounts of gabapentinoids before discharge. By characterizing factors that increase analgesic requirements at discharge, burn care providers may have a stronger understanding of which patients are at greater risk of developing chronic opioid or gabapentinoid misuse. The quantity and duration of analgesics prescribed at discharge may then be tailored according to these patient specific risk factors.


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