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This study proposes a novel hybrid method, FVMD-WOA-GA, for enhancing traffic flow prediction in 5G-enabled intelligent transportation systems. The method integrates fast variational mode decomposition (FVMD) with optimization techniques, namely, the whale optimization algorithm (WOA) and genetic algorithm (GA), to improve the accuracy of overall traffic flow based on models tailored for each decomposed sub-sequence. The selected predictive models-long short-term memory (LSTM), bidirectional LSTM (BiLSTM), gated recurrent unit (GRU), and bidirectional GRU (BiGRU)-were considered to capture diverse temporal dependencies in traffic data. This research explored a multi-stage approach, where the decomposition, optimization, and selection of models are performed systematically to improve prediction performance. Experimental validation on two real-world traffic datasets further underscores the method's efficacy, achieving root mean squared errors (RMSEs) of 152.43 and 7.91 on the respective datasets, which marks improvements of 3.44% and 12.87% compared to the existing methods. These results highlight the ability of the FVMD-WOA-GA approach to improve prediction accuracy significantly, reduce inference time, enhance system adaptability, and contribute to more efficient traffic management.

Objective: Positive antineutrophil cytoplasmic antibodies (ANCAs) may occur in the setting of interstitial lung disease (ILD), with or without ANCA-associated vasculitis (AAV). We aim to compare the characteristics and clinical course of patients with ILD and positive ANCA (ANCA-ILD) to those with negative ANCA., Methods: We performed a single-center retrospective cohort study from 2018 to 2021. All patients with ILD and ANCA testing were included. Patient characteristics (symptoms, dyspnea scale, and systemic AAV), test results (pulmonary high-resolution computed tomography and pulmonary function tests), and adverse events were collected from electronic medical records. Descriptive statistics and the Fisher exact test were used to compare the outcomes of patients with ANCA-ILD to those with ILD and negative ANCA., Results: A total of 265 patients with ILD were included. The mean follow-up duration was 69.3 months, 26 patients (9.8%) were ANCA positive, and 69.2% of those with ANCA-ILD had another autoantibody. AAV occurred in 17 patients (65.4%) with ANCA-ILD. In 29.4% of patients, AAV developed following ILD diagnosis. Usual interstitial pneumonia was the most common radiologic pattern in patients with ANCA-ILD. There was no association between ANCA status and the evolution of dyspnea, diffusing capacity of the lungs for carbon monoxide, and lung imaging. Forced vital capacity improved over time in 42% of patients with ANCA-ILD and in 17% of patients with negative ANCA (P = 0.006). Hospitalization occurred in 46.2% of patients with ANCA-ILD and in 21.8% of patients with negative ANCA (P = 0.006). Both groups had similar mortality rates., Conclusion: Routine ANCA testing should be considered in patients with ILD. Patients with ANCA-ILD are at risk for AAV. More research is required to better understand and manage patients with ANCA-ILD., (© 2024 The Authors. ACR Open Rheumatology published by Wiley Periodicals LLC on behalf of American College of Rheumatology.)

Background: Antithrombotic management following acute coronary syndromes (ACSs) has evolved significantly. However, given lingering uncertainty as to when an ACS may be considered stable, there is the possibility of practice divergence beyond the first year., Methods: An online adaptive survey describing patients with varying cardiac and extracardiac ischemic risk was developed in order to asses self-reported physician practice intentions pertaining to the antithrombotic management of ACS patients who lack a formal indication for therapeutic anticoagulation. Provincial "champions" (Prince Edward Island not represented) were identified to ensure dissemination of the survey within their jurisdictions via 3 coordinated e-mailings; the survey was made available in French and English from November 2018 through January 2019., Results: A total of 135 practitioners responded to the survey (response rate 15%). Surveys were fully completed in all cases. Nearly all respondents (97%) were cardiologists; 76% worked at an academic center, and 54% had been in practice ≥ 10 years. Most respondents (81%-90%, depending on the scenario) preferred ticagrelor-based dual antiplatelet therapy as the initial ACS treatment. However, beyond 12 months, management decisions differed significantly according to the balance of cardiac and extracardiac risk., Conclusions: This study provides a first look at how the introduction of rivaroxaban 2.5 mg might be integrated into the clinical management of ACS patients beyond the first year in Canada. Whether to pursue dual antiplatelet therapy or transition early to low-dose rivaroxaban plus acetylsalicylic acid will likely be driven by patient clinical characteristics and perceived cardiac vs extra-cardiac ischemic risk., (© 2020 Canadian Cardiovascular Society. Published by Elsevier Inc.)

Purpose: Contact lens wearers aged 15-25 years are at higher risk of corneal inflammation, yet little is known about corneal inflammatory state in this group. Previous investigations show density of corneal epithelial dendritic cells (CEDC) may increase with contact lens wear. However, it is not known how corneal distribution or morphology of CEDC alters with lens wear or whether these markers are affected by age. This study characterised CEDC in adolescent and young adult contact lens wearers to determine effects of contact lens wear and age on CEDC density, distribution and morphology., Method: Forty participants (20 contact lens wearers, 20 healthy non-wearers; age 16-36 years; 16M:24F) completed this pilot study. Corneal images were captured using in vivo confocal microscopy (HRTII, Rostock). CEDC were manually counted in a 1 mm 2 area of the central and mid-peripheral cornea, and ratio of central to midperipheral density was calculated. CEDC morphology and dendrite length were graded. Differences between groups and between regions, and associations with age were examined. Significance was determined at P < 0.05., Results: A lower ratio of central to mid-peripheral CEDC density was found with younger age (ρ = 0.42, P = 0.01). CEDC morphology was not associated with age or contact lens wear. CEDC density in the mid-peripheral cornea was higher in soft lens wearers than non-wearers (P = 0.04), but central density did not differ. CEDC density and morphology were not significantly different between centre (median density 11 cells/mm 2 , range 0-120) and mid-periphery (10 cells/mm 2 , 0-58)., Conclusion: Density, distribution and morphology of CEDC do not differ in established contact lens wearers. A relatively lower density of CEDC in the central cornea of younger patients may allude to a more naive immune status in this group and warrants further study. Decreased central CEDC density identified in orthokeratology lens wear requires confirmation in a larger group., (Copyright © 2019. Published by Elsevier Ltd.)

Background: Epilepsy surgery is likely underutilised. Our goal was to study the utilisation of epilepsy surgery in the general population, using Canada as a model of a high-income country with universal medical coverage., Methods: We systematically identified all epilepsy surgery centres in Canada that were active in 2015. A standardised questionnaire was completed by every centre. Descriptive statistics are reported. Comparisons were made to a 2003 survey of paediatric epilepsy surgery., Results: Twelve adult and 11 paediatric epilepsy surgery centres were identified, performing a total of 456 and 206 surgical procedures, respectively, in 2015. Adult centres were in only six of 10 provinces; paediatric centres were in seven. Two thirds of adult centres and one third of paediatric centres were high-volume centres. Per capita volume per province varied between 7.0 and 20.5 therapeutic surgeries per million adult residents, and between 7.8 and 48.4 per million paediatric residents. Temporal lobe resections accounted for 59.8% and 33.5% of all adult and paediatric treatments, respectively. Eleven adult and nine paediatric centres possessed facilities to carry out intracranial investigations but only six and two, respectively, performed at least six intracranial implantations in 2015. There was a modest increase in the per capita number of paediatric surgeries between 2003 and 2015., Conclusions: There is dramatic inter-centre and interprovincial variability in the epilepsy services available and the type of surgical interventions performed with significant gaps identified in some regions. Our findings are pivotal for the future optimisation of care offered to this vulnerable patient population., (Copyright © 2018 Elsevier B.V. All rights reserved.)

Background and Purpose: Our aim was to study the quality of the literature search strategies used in recent systematic reviews and to develop and assess the diagnostic accuracy of six new search strategies (i.e. hedges)., Methods: Six neurological conditions were studied: migraine, stroke, dementia, epileptic seizures, Parkinson's disease and multiple sclerosis. Two reviewers independently assessed the quality of the search strategies used in systematic reviews published in 2015-2016. Complex hedges pertaining to the six conditions for use in Ovid MEDLINE were developed. Their diagnostic accuracy was compared to simple, single-term keyword searches., Results: Almost 60% of quality criteria for the overall literature search strategy used in 182 systematic reviews were not respected. Over 30% of search strategies relied on a single keyword to identify the neurological condition. The sensitivities of our complex hedges amongst 10 311 articles were between 83% and 95%, significantly higher than the simple keyword searches (as low as 48%). The specificities were greater than 97%., Conclusions: There is great room for improvement in the search strategies used in systematic reviews of neurological conditions. Complex hedges were developed and validated to improve the accuracy of such searches. It is expected that this will lead to higher quality systematic reviews and meta-analyses., (© 2018 EAN.)

Ten oleanane-type saponins (1-10), including three new compounds, namely bifinosides A-C (1-3), were isolated from the roots of Panax bipinnatifidus SEEM. Their structures were elucidated on the basis of chemical and spectroscopic methods.