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Whether transcatheter mitral valve replacement (TMVR) devices perform similarly with respect to the underlying mitral regurgitation (MR) etiology remains unknown. The aim of the present analysis was to assess outcomes of TMVR according to the MR underlying etiology among the CHoice of OptImal transCatheter trEatment for Mitral Insufficiency (CHOICE-MI) registry. Of 746 patients, 229 patients (30.7%) underwent TMVR. The study population was subdivided according to primary, secondary, or mixed MR. Patients with mitral annular calcification were excluded. The primary study endpoint was a composite endpoint of all-cause mortality or hospitalization for heart failure at 1 year. Secondary study endpoints were all-cause and cardiovascular mortality at 1 year, New York Heart Association functional class, and residual MR, both at discharge and 1 year. The predominant MR etiology was secondary MR (58.4%), followed by primary MR (28.7%) and mixed MR (12.9%). Technical success and procedural mortality were similar according to MR etiology. Discharge echocardiography revealed residual MR 2+ in 11.3%, 3.7%, and 5.3% of patients with primary, secondary, and mixed MR, respectively (P =.1). MR elimination was similar in all groups up to the 1-year follow-up. There was no difference in terms of primary combined outcome occurrence according to MR etiology. One-year all-cause mortality was reported in 28.8%, 24.2%, and 32.1% of patients with primary, secondary, and mixed MR, respectively (P =.07). In our study we did not find differences in short-term and 1-year outcomes after TMVR according to MR etiology. [ABSTRACT FROM AUTHOR]

Chest radiographs are the most performed radiographic procedure, but suboptimal technical factors can impact clinical interpretation. A deep learning model was developed to assess technical and inspiratory adequacy of anteroposterior chest radiographs. Adult anteroposterior chest radiographs (n = 2375) were assessed for technical adequacy, and if otherwise technically adequate, for adequacy of inspiration. Images were labelled by an experienced radiologist with one of three ground truth labels: inadequate technique (n = 605, 25.5 %), adequate inspiration (n = 900, 37.9 %), and inadequate inspiration (n = 870, 36.6 %). A convolutional neural network was then iteratively trained to predict these labels and evaluated using recall, precision, F1 and micro-F1, and Gradient-weighted Class Activation Mapping analysis on a hold-out test set. Impact of kyphosis on model accuracy was assessed. The model performed best for radiographs with adequate technique, and worst for images with inadequate technique. Recall was highest (89 %) for radiographs with both adequate technique and inspiration, with recall of 81 % for images with adequate technique and inadequate inspiration, and 60 % for images with inadequate technique, although precision was highest (85 %) for this category. Per-class F1 was 80 %, 81 % and 70 % for adequate inspiration, inadequate inspiration, and inadequate technique respectively. Weighted F1 and Micro F1 scores were 78 %. Presence or absence of kyphosis had no significant impact on model accuracy in images with adequate technique. This study explores the promising performance of a machine learning algorithm for assessment of inspiratory adequacy and overall technical adequacy for anteroposterior chest radiograph acquisition. With further refinement, machine learning can contribute to education and quality improvement in radiology departments. [ABSTRACT FROM AUTHOR]

The internationalization of higher education has been driven by an increasingly globalized and interconnected world. One concept that embodies this internationalization process is global citizenship, which can be promoted through student mobility, internationalization-at-home, or other forms of intercultural learning. While global citizenship remains a broad and highly contested term, the increased interest of its role in higher education has inspired research in different fields. The aim of this paper is to provide a review of existing research approaches to studying global citizenship, and to formulate future research directions that may integrate these approaches into a holistic framework. By reviewing literature from different fields in the social sciences, we have identified three main research approaches: intercultural competence, social identification with a global community, and civic engagement. While each approach reflects an important dimension of global citizenship, they remain separate in the literature, complicating the understanding and application of global citizenship in higher education. Therefore, for each approach we present a general conceptualization and a brief overview of prior findings. We discuss how integrating these approaches can lead to a more holistic understanding of global citizenship and guide future avenues for research and practice in higher education. [ABSTRACT FROM AUTHOR]

As the frequency, intensity, and duration of heatwaves increases, emergency health serviceutilization, including ambulance service, has correspondingly increased across the world. The negative effects of air pollution on health complicate these adverse health effects. This research work is the first known study to analyze the joint effects of heatwaves and air quality on the ambulance service in Western Australia (WA). The main objective is to investigate the potential joint effects of heatwaves and air quality on the ambulance service for vulnerable populations in the Perth metropolitan area. A time series design was used. Daily data on ambulance callouts, temperature and air pollutants (CO, SO 2 , NO 2 , O 3 , PM 10 and PM 2.5) were collected for the Perth metropolitan area, WA from 2006 to 2015. Poisson regression modeling was used to assess the association between heatwaves, air quality, and ambulance callouts. Risk assessments on age, gender, socio-economic status (SES), and joint effects between heatwaves and air quality on ambulance callouts were conducted. The ambulance callout rate was higher during heatwave days (14.20/100,000/day) compared to non-heatwave days (13.95/100,000/day) with a rate ratio of 1.017 (95% confidence interval 1.012, 1.023). The ambulance callout rate was higher in males, people over 60 years old, people with low SES, and those living in coastal areas during period of heatwaves. Exposure to CO, SO 2 , O 3 and PM 2.5 increased risk on ambulance callouts and exposure to NO 2 showed joint effect with heatwave and increased risk of ambulance callouts by 3% after adjustment of all other risk factors. Ambulance callouts are an important indicator for evaluating heatwave-related emergency morbidity in WA. As the median concentrations of air pollutants in WA were lower than the Australian National Standards, the interactive effects of heatwaves and air quality on ambulance service need to be further examined, especially when air pollutants exceed the standards. Interactive effect of heatwaves and air quality on ambulance services after adjusting for all other risk factors, Perth metropolitan area, 2006–2015. The values were extracted from Table 4. Image 1 • Ambulance callout rates were higher during heatwave (HW) days. • During HW, risk was higher in males and elders. • During HW, risk was higher in people living in coastal areas and during holidays. • Exposure to CO, SO 2 , O 3 , and PM 2.5 increased risk on ambulance callouts. • NO 2 had joint effect with HW, increased risk on ambulance callouts. Ambulance callout rates were higher during heatwave days as compared to non-heatwave days and NO 2 showed joint effects with heatwave on ambulance callout rate. [ABSTRACT FROM AUTHOR]

Abstract Objectives We report our experience with temporary postoperative venopulmonary arterial extracorporeal life support as short-term right ventricular support in patients with biventricular failure undergoing HeartWare (HeartWare Inc, Framingham, Mass) left ventricular assist device implantation and compared these outcomes with isolated left ventricular assist device support and long-term biventricular assist device support. Methods A total of 112 consecutive patients were studied, 75 with the isolated HeartWare left ventricular assist device, 23 with a concomitant left ventricular assist device and venopulmonary arterial extracorporeal life support, and 14 with durable biventricular assist device support. The decision concerning short-term or durable biventricular support was based on the clinical characteristics, echocardiography, and hemodynamic profile. Results Patients who required venopulmonary arterial extracorporeal life support after left ventricular assist device insertion required the greatest support preoperatively and were more likely to have Interagency Registry for Mechanical Assisted Circulatory Support level 1 (left ventricular assist device 19%, venopulmonary arterial extracorporeal life support 48%, biventricular assist device 57%, P <.001). They were more likely to require preoperative mechanical support (left ventricular assist device 9%, venopulmonary arterial extracorporeal life support 43%, and biventricular assist device 29%, P <.001) or preoperative ventilation (9%, 38%, and 21%, respectively, P <.05). Preoperative echocardiographic and hemodynamic parameters were more similar to those requiring isolated left ventricular assist device, with patients requiring durable biventricular assist device support more likely to have elevated right atrial pressure (left ventricular assist device 14.3 ± 6.7 vs venopulmonary arterial extracorporeal life support 13.6 ± 4.8 vs biventricular assist device 18.7 ± 6.0 mm Hg, P <.05); right atrial/pulmonary capillary wedge pressure ratio (0.53 ± 0.23 vs 0.51 ± 0.17, vs 0.69 ± 0.22, respectively, P <.02); and tricuspid regurgitation grade (1.7 ± 1.5 vs 1.7 ± 1.6 vs 2.8 ± 1.6, respectively, P <.01). One-year survival was 84% for those with an isolated left ventricular assist device compared with 62% for those with venopulmonary arterial extracorporeal life support and 64.3% for biventricular assist device. Conclusions In critically unwell patients requiring temporary biventricular support, planned venopulmonary arterial extracorporeal life support provides acceptable outcomes, similar to durable biventricular assist device support. Requirement for venopulmonary arterial extracorporeal life support is more determined by the level of preoperative acuity than echocardiographic or hemodynamic parameters. [ABSTRACT FROM AUTHOR]