mixed linear regression model
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2021 ◽  
Vol 13 (19) ◽  
pp. 10964
Author(s):  
Karime Chahuán-Jiménez ◽  
Rolando Rubilar-Torrealba ◽  
Hanns de la Fuente-Mella

In this research, statistical models were formulated to study the effect of the health crisis arising from COVID-19 in economic markets. Economic markets experience economic crises irrespective of effects corresponding to financial contagion. This investigation was based on a mixed linear regression model that contains both fixed and random effects for the estimation of parameters and a mixed linear regression model corresponding to the generalisation of a linear model using the incorporation of random deviations and used data on the evolution of the international trade of a group of 42 countries, in order to quantify the effect that COVID-19 has had on their trade relationships and considering the average state of trade relationships before the global pandemic was declared and its subsequent effects. To measure, quantify and model the effect of COVID-19 on trade relationships, three main indicators were used: imports, exports and the sum of imports and exports, using six model specifications for the variation in foreign trade as response variables. The results suggest that trade openness, measured through the trade variable, should be modelled with a mixed model, while imports and exports can be modelled with an ordinary linear regression model. The trade relationship between countries with greater economic openness (using imports and exports as a trade variable) has a higher correlation with the country’s health index and its effect on the financial market through its main trading index; the same is true for country risk. However, regarding the association with OECD membership, the relations are only with imports.


2020 ◽  
pp. 20200068
Author(s):  
Tabea Flügge ◽  
Ute Ludwig ◽  
Philipp Amrein ◽  
Florian Kernen ◽  
Kirstin Vach ◽  
...  

Objectives: Autologous bone grafts are the gold standard to augment deficient alveolar bone. Dimensional graft alterations during healing are not known as they are not accessible to radiography. Therefore, MRI was used to display autologous onlay bone grafts in vivo during early healing. Methods and materials: Ten patients with alveolar bone atrophy and autologous onlay grafts were included. MRI was performed with a clinical MR system and an intraoral coil preoperatively (t0), 1 week (t1), 6 weeks (t2) and 12 weeks (t3) postoperatively, respectively. The graft volumes were assessed in MRI by manual segmentation by three examiners. Graft volumes for each time point were calculated and dimensional alteration was documented. Cortical and cancellous proportions of bone grafts were assessed. The intraobserver and interobserver variability were calculated. Statistical analysis was performed using a mixed linear regression model. Results: Autologous onlay bone grafts with cortical and cancellous properties were displayed in vivo in eight patients over 12 weeks. The fixation screws were visible as signal voids with a thin hyperintense fringe. The calculated volumes were between 0.12–0.74 cm3 (t1), 0.15–0.73 cm3 (t2), and 0.17–0.64 cm3 (t3). Median changes of bone graft volumes of −15% were observed. There was no significant difference between the examiners (p = 0.3). Conclusions: MRI is eligible for the display and longitudinal observation of autologous onlay bone grafts. Image artifacts caused measurements deviations in some cases and minimized the precise assessment of graft volume. To the knowledge of the authors, this is the first study that used MRI for the longitudinal observation of autologous onlay bone grafts.


2018 ◽  
Vol 7 (6) ◽  
pp. 509-520 ◽  
Author(s):  
Amitis Vieira Costa e Silva ◽  
Joás Araújo Teixeira ◽  
Cláudia C.B.O. Mota ◽  
Emery Clayton Cabral Correia Lins ◽  
Paulo Correia de Melo Júnior ◽  
...  

AbstractBackgroundNanosilver fluoride (NSF) was developed as an alternative in the prevention of dental caries.PurposeThe aim of this study was to test the remineralizing action of NSF on incipient enamel caries and its antimicrobial action on the acid production and adhesion of Streptococcus mutans.MethodsDeciduous enamel fragments were treated with sodium fluoride (NaF), NSF and deionized water. Microhardness, fluorescence spectroscopy and optical coherence tomography imaging were performed on each specimen before chemical caries induction, after caries induction and after 14 days of pH cycling. The treated enamel fragments were also placed into test tubes containing bacterial suspension and saliva. The pH readings and quantification of the adhered microorganisms to the dental enamel were determined. Analysis of variance, Kruskal-Wallis, Mann-Whitney, Tukey and mixed linear regression model were applied.ResultsNSF and NaF were effective in enamel remineralization, with a statistically significant difference (p<0.001) to deionized water, and they had no statistically significant difference between themselves (p>0.005). NSF had greater effectiveness compared to NaF in preventing decreases of pH and adhesion of S. mutans to the enamel surface, with statistically significant (p<0.001) differences.ConclusionNSF may be more effective than conventional fluorides in treating incipient caries lesions due to its remineralization and antibacterial actions.


Neurology ◽  
2018 ◽  
Vol 91 (13) ◽  
pp. e1228-e1236 ◽  
Author(s):  
P. Emanuela Voinescu ◽  
Suna Park ◽  
Li Q. Chen ◽  
Zachary N. Stowe ◽  
D. Jeffrey Newport ◽  
...  

ObjectiveTo characterize the magnitude and time course of pregnancy-related clearance changes for different antiepileptic drugs (AEDs): levetiracetam, oxcarbazepine, topiramate, phenytoin, and valproate. A secondary aim was to determine if a decreased AED serum concentration was associated with increased seizure frequency.MethodsWomen with epilepsy were enrolled preconception or early in pregnancy and prospectively followed throughout pregnancy and the first postpartum year with daily diaries of AED doses, adherence, and seizures. Study visits with AED concentration measurements occurred every 1–3 months. AED clearances in each trimester were compared to nonpregnant baseline using a mixed linear regression model, with adjustments for age, race, and hours postdose. In women on monotherapy, 2-sample t test was used to compare the ratio to target concentrations (RTC) between women with seizure worsening each trimester and those without.ResultsAED clearances were calculated for levetiracetam (n = 18 pregnancies), oxcarbazepine (n = 4), topiramate (n = 10), valproate (n = 5), and phenytoin (n = 7). Mean maximal clearances were reached for (1) levetiracetam in first trimester (1.71-fold baseline clearance) (p = 0.0001), (2) oxcarbazepine in second trimester (1.63-fold) (p = 0.0001), and (3) topiramate in second trimester (1.39-fold) (p = 0.025). In 15 women on AED monotherapy, increased seizure frequency in the first, second, and all trimesters was associated with a lower RTC (p < 0.05).ConclusionAED clearance significantly changes by the first trimester for levetiracetam and by the second trimester for oxcarbazepine and topiramate. Lower RTC was associated with seizure worsening. Early therapeutic drug monitoring and dose adjustment may be helpful to avoid increased seizure frequency.


2016 ◽  
Vol 12 (1) ◽  
pp. 55-69
Author(s):  
Paula John ◽  
Husnara Khanom ◽  
Michela Cameli ◽  
Rose McCabe ◽  
Stefan Priebe

Valuing patients underlies good communication in psychiatry and mediates positive outcomes. The aim of this study was to (1) identify and reliably assess valuing and devaluing communicative behaviour of psychiatrists in routine consultations, and (2) explore whether valuing behaviour is associated with patient satisfaction. In an inductive study, psychiatrists’ valuing and devaluing behaviours were operationalized and identified in 100 video-recorded consultations with patients with psychosis. Inter-rater reliability of identifying these behaviours was assessed. Associations with patients’ satisfaction were explored using a mixed linear regression model. We identified 18 different valuing behaviours – e.g. seeking patient’s views and supportive statements – and four devaluing behaviours – e.g. talking over the patient and poor responding to concerns – that could be assessed with good reliability. The inter-rater reliability was high (ICC=.89). More valuing behaviour was linked to higher patient satisfaction with the communication (?=.45, CI .14 to.77, p


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