33 research outputs found

    Medical data processing and analysis for remote health and activities monitoring

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    Recent developments in sensor technology, wearable computing, Internet of Things (IoT), and wireless communication have given rise to research in ubiquitous healthcare and remote monitoring of human\u2019s health and activities. Health monitoring systems involve processing and analysis of data retrieved from smartphones, smart watches, smart bracelets, as well as various sensors and wearable devices. Such systems enable continuous monitoring of patients psychological and health conditions by sensing and transmitting measurements such as heart rate, electrocardiogram, body temperature, respiratory rate, chest sounds, or blood pressure. Pervasive healthcare, as a relevant application domain in this context, aims at revolutionizing the delivery of medical services through a medical assistive environment and facilitates the independent living of patients. In this chapter, we discuss (1) data collection, fusion, ownership and privacy issues; (2) models, technologies and solutions for medical data processing and analysis; (3) big medical data analytics for remote health monitoring; (4) research challenges and opportunities in medical data analytics; (5) examples of case studies and practical solutions

    In solid organ injury patients requiring blood transfusion, hemostatic procedures are associated with improved survival over observation

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    Introduction: Selective nonoperative management (NOM) is the standard of care for blunt solid organ injury (SOI). Hemodynamic instability is a contraindication for NOM, but it is unclear whether the need for blood transfusion should be a criterion for instability. This study looks at the outcome of blood-transfused SOI patients to determine whether NOM is safe for this group. Methods: This is a retrospective cohort study using the National Trauma Data Bank years 2017 through 2019. We selected patients with blunt liver, spleen, and kidney injuries. Within this group, we compared the mortality for those managed with NOM versus the hemostatic procedures of laparotomy and angioembolization. Significance for univariate analysis is tested with Chi-square for categorical variables. Multivariate analysis is performed with Cox proportional hazards regression with time-dependent covariate. Results: 108,718 (3.5%) patients for the years 2017 through 2019 had a SOI. 20,569 (18.9%) of these received at least one unit of packed red blood cells (PRBCs) within the first 4 h. Of the SOI patients who received blood, 8264 (40.2%) underwent laparotomy only, 2924 (14.2%) underwent embolization only, and 1119 (5.4%) underwent both procedures. The adjusted odds ratios (ORs) of death for transfused SOI patients who underwent laparotomy only, embolization only, and both procedures are 0.93 (P = not significant), 0.27 (P 1 through 4 units are 0.87, 0.78, 0.75, and 0.72, respectively (P ≤ 0.01 for all). For embolization, the ORs are 0.27, 0.30, 0.30, and 0.30, respectively (P 1 unit of PRBCs. Angioembolization is independently associated with survival for the entire cohort, including transfused patients. Given the protective association of laparotomy in the blood-transfused SOI group, need for blood transfusion should be considered a meaningful index of instability and a relative indication for laparotomy. The protective association with angioembolization supports current practices for angioembolization of high-risk patients in the transfused and nontransfused groups

    On Statistically Estimated Optimistic Delivery in Large-Scale Total Order Protocols

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    Developing a Fleet Standardization Index for Airline Planning

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    Quantifying subjective aspects is a difficult task that requires a great dedication of time from researchers and analysts. Nevertheless, one of the main objectives of it is to pave the way for a better understanding of the focused aspects. Fleet standardization is one of these subjective aspects that is extremely difficult to mm into numbers. Although, it is of great importance to know the benefits that may come with a higher level of standardization for airlines, which may be economical advantages, maintenance facilitation and others. A more standardized fleet may represent lower costs of operations and maintenance facilitation and others. A more standardized fleet may represent lower costs of operations and maintenance plus a much better planning of routes and flights. This study presents the first step on developing an index, hereto called "Fleet Standardization Index" or FSI (or IPF in Portuguese, for "Indice de Padronizacao de Frotas"), that will allow senior airline planners to compare different fleets and also simulate some results from maintaining or renewing their fleets. Although being a preliminary study, the results obtained may already be tested to compare different fleets (different airlines) and also analyze some possible impacts of a fleet renewal before it takes place. Therefore, the main objective of this paper is to introduce the proposed IPF index and to demonstrate that it is inversely proportional to the number of different airplane models, engines and other equipment, such as avionics

    Major Impact of Fleet Renewal Over Airports Located in the Most Important Region of Brazil

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    The present article discusses and analyses the major impacts of the Brazilian carriers fleet renewal regarding Brazilian airport infrastructure in the most important region of the country, the Southeast (SE). A brief historical overview of the country's airline fleet will be presented, demonstrating the need for its renewal (m fact, Brazilian carriers started a major fleet renewal program m the last five years), while analyzing the periods in which a new breed of aircraft was put into service by the major carriers operating in the SE region. The trend of operating the classic regional jets plus the forthcoming entry into service of the "large regional jets" (LRJ, 70-115 seaters) in several point-to-point routes are presented along with the country's carriers" reality of operating these former aircraft in several high-capacity and medium-range routes. The article will focus on the ability of four of the major Southeast's airports to cope with the fleet modernization, mainly due to the fact that the region studied is the most socioeconomic developed, by far, with the largest demand for air transportation, thus making the impacts much more perceptible for the communities and the airport management involved. With the emergence of these impacts, several new projects and investments are being discussed and pushed forward, despite budgetary constrains being a reality in almost every Brazilian city, even in the SE region. In view of this, the paper presents how the general planning could be carried out in order to adapt the airports' infrastructures in function of the proposed (and in some cases, necessary) fleet renewal. Ultimately, we will present the present picture and two future scenarios m order to determine the level of service in the existent passenger terminal facilities in the wake of the possible operation of several new aircraft. Keywords: Airline fleet planning, Airport planning, Regional development, Regional Jets
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