scholarly journals Multilabel Acoustic Event Classification Using Real-World Urban Data and Physical Redundancy of Sensors

Sensors ◽  
2021 ◽  
Vol 21 (22) ◽  
pp. 7470
Author(s):  
Ester Vidaña-Vila ◽  
Joan Navarro ◽  
Dan Stowell ◽  
Rosa Ma Alsina-Pagès

Many people living in urban environments nowadays are overexposed to noise, which results in adverse effects on their health. Thus, urban sound monitoring has emerged as a powerful tool that might enable public administrations to automatically identify and quantify noise pollution. Therefore, identifying multiple and simultaneous acoustic sources in these environments in a reliable and cost-effective way has emerged as a hot research topic. The purpose of this paper is to propose a two-stage classifier able to identify, in real time, a set of up to 21 urban acoustic events that may occur simultaneously (i.e., multilabel), taking advantage of physical redundancy in acoustic sensors from a wireless acoustic sensors network. The first stage of the proposed system consists of a multilabel deep neural network that makes a classification for each 4-s window. The second stage intelligently aggregates the classification results from the first stage of four neighboring nodes to determine the final classification result. Conducted experiments with real-world data and up to three different computing devices show that the system is able to provide classification results in less than 1 s and that it has good performance when classifying the most common events from the dataset. The results of this research may help civic organisations to obtain actionable noise monitoring information from automatic systems.

2021 ◽  
pp. 146808742110387
Author(s):  
Stylianos Doulgeris ◽  
Zisimos Toumasatos ◽  
Maria Vittoria Prati ◽  
Carlo Beatrice ◽  
Zissis Samaras

Vehicles’ powertrain electrification is one of the key measures adopted by manufacturers in order to develop low emissions vehicles and reduce the CO2 emissions from passenger cars. High complexity of electrified powertrains increases the demand of cost-effective tools that can be used during the design of such powertrain architectures. Objective of the study is the proposal of a series of real-world velocity profiles that can be used during virtual design. To that aim, using three state of the art plug-in hybrid vehicles, a combined experimental, and simulation approach is followed to derive generic real-world cycles that can be used for the evaluation of the overall energy efficiency of electrified powertrains. The vehicles were tested under standard real driving emissions routes, real-world routes with reversed order (compared to a standard real driving emissions route) of urban, rural, motorway, and routes with high slope variation. To enhance the experimental activities, additional virtual mission profiles simulated using vehicle simulation models. Outcome of the study consists of specific driving cycles, designed based on standard real-world route, and a methodology for real-world data analysis and evaluation, along with the results from the assessment of the impact of different operational parameters on the total electrified powertrain.


Stroke ◽  
2015 ◽  
Vol 46 (suppl_1) ◽  
Author(s):  
Elizabeth Baraban ◽  
Richard Nelson ◽  
Alexandra Lesko ◽  
Jennifer Majersik ◽  
Archit Bhatt ◽  
...  

Objective: An obstacle for community hospitals in joining a telestroke network is often the cost of implementation. Yet, previous analyses examining the cost and cost-effectiveness have only used estimates from the literature. Using real-world data from a Pacific Northwest telestroke network, we examined the cost-effectiveness of telestroke for spokes by level of financial responsibility for these costs and how this changes with patient stroke severity. Methods: We constructed a decision analytic model and parameterized it using patient-level clinical and financial data from the Providence Telestroke Network (PTN) pre and post telestroke implementation. Data included patients presenting at 17 spokes within 4.5 hours of symptom onset. Probability inputs included observed IV-tPA treatment rates, transfer status and hospital costs and reimbursements. Effectiveness, measured as quality-adjusted life years (QALYs), and cost per patient were used to calculate incremental cost effectiveness ratios (ICERs). ICER’s of <$50,000-$120,000/QALY are considered cost-effective. Outcomes were generated overall and separately by admit NIHSS, defined as low (0-10), medium (11-20) and high (>20) and percentage of implementation costs paid by spokes (0%, 50%, 100%). Results: Data for 594 patients, 105 pre- and 489 post-implementation, were included. See Table 1. Conclusions: Our results support previous theoretic models showing good value, overall. However, costs and ICERs varied by stroke severity, with telestroke being most cost-effective for severe strokes. Telestroke was least cost effective if spokes paid for half or more of implementation costs.


2018 ◽  
Vol 21 ◽  
pp. S129
Author(s):  
F. Fiorentino ◽  
R. Ascenção ◽  
J. Costa ◽  
M. Gouveia ◽  
M. Borges

2019 ◽  
Vol 14 (4) ◽  
pp. 490-500 ◽  
Author(s):  
Nadia Pillai ◽  
Judith E Lupatsch ◽  
Mark Dusheiko ◽  
Matthias Schwenkglenks ◽  
Michel Maillard ◽  
...  

Abstract Background and Aims We evaluated the cost-effectiveness of early [≤2 years after diagnosis] compared with late or no biologic initiation [starting biologics &gt;2 years after diagnosis or no biologic use] for adults with Crohn’s disease in Switzerland. Methods We developed a Markov cohort model over the patient’s lifetime, from the health system and societal perspectives. Transition probabilities, quality of life, and costs were estimated using real-world data. Propensity score matching was used to ensure comparability between patients in the early [intervention] and late/no [comparator] biologic initiation strategies. The incremental cost-effectiveness ratio [ICER] per quality-adjusted life year [QALY] gained is reported in Swiss francs [CHF]. Sensitivity and scenario analyses were performed. Results Total costs and QALYs were higher for the intervention [CHF384 607; 16.84 QALYs] compared with the comparator [CHF340 800; 16.75 QALYs] strategy, resulting in high ICERs [health system: CHF887 450 per QALY; societal: CHF449 130 per QALY]. In probabilistic sensitivity analysis, assuming a threshold of CHF100 000 per QALY, the probability that the intervention strategy was cost-effective was 0.1 and 0.25 from the health system and societal perspectives, respectively. In addition, ICERs improved when we assumed a 30% reduction in biologic prices [health system: CHF134 502 per QALY; societal: intervention dominant]. Conclusions Early biologic use was not cost-effective, considering a threshold of CHF100 000 per QALY compared with late/no biologic use. However, early identification of patients likely to need biologics and future drug price reductions through increased availability of biosimilars may improve the cost-effectiveness of an early treatment approach.


2020 ◽  
Vol 38 (15_suppl) ◽  
pp. e19285-e19285
Author(s):  
Nikita Jeswani ◽  
Amanda McDonell ◽  
Finlay MacDougall ◽  
Jeff Paul Hodge

e19285 Background: There has been a proliferation of single arm trials in oncology being presented to regulators. An external comparator using real world data (RWD) can help establish context to trial results and direct comparison to the treatment arm by mirroring the inclusion/exclusion criteria for the trial and examining trial outcomes in an RWD external comparator cohort. RWD has successfully supported some regulatory submissions, although there have been failures as well, with comparability of patients and endpoints under scrutiny. Methods: IQVIA has partnered with life sciences companies on > 20 external comparator projects from 2017-present using a mix of data acquisition strategies (e.g., chart review, database extraction) and methods (e.g., real-world cohort vs. real-world benchmark, propensity matching vs. inverse probability treatment weighting). We collated, reviewed, and synthesised the challenges and risk mitigations documented throughout study execution in aggressive and indolent lymphomas, multiple myeloma, Merkel cell carcinoma, and synovial sarcoma. Results: Patient characteristics used to assess trial eligibility (e.g., biomarker expression, International Prognostic Index, ECOG status) and outcomes (e.g., response rate) are not often captured in a structured format in RWD or recorded in routine clinical practice. As a result, there is a greater reliance on chart reviews today over database extractions to fulfil external comparator requirements, though in some diseases, databases have proven to be a faster and more cost-effective solution. Conclusions: To improve the success of external comparator studies, trial design should be informed by existing RWD so that relevant real-world endpoints and outcome evaluation criteria are included alongside RCT standards. Advances are needed to facilitate RWD capture that matches trial data more closely. This could include bespoke data collaborations, biobank linkage, and natural language processing to drive study execution in databases in the future.


Rheumatology ◽  
2020 ◽  
Vol 59 (Supplement_2) ◽  
Author(s):  
Issrah Jawad ◽  
Muhammad K Nisar

Abstract Background NICE guidelines recommend the first line use of DMARDs in psoriatic arthritis (PsA). However, studies show that many conventional treatments like methotrexate are poorly tolerated. There is hitherto no published real-world data addressing the tolerability of DMARDs in PsA. Our objective was therefore to assess the drug management in PsA with focus on tolerability and the reasons for therapy cessation. Methods We conducted a retrospective analysis of all PsA patients enrolled in electronic database up to April 2019 at our university teaching hospital. We had access to full patient records including details on co-morbidities, drugs and disease management. Results 335 patients were identified with a formal diagnosis of PsA. Mean age of the cohort was 46 years (13-81) and 58% were female. 9% of the individuals had diabetes and 18% had concurrent cardiovascular disease. 1/10th reported to be current smokers and 8% had a diagnosis of depression. 48% of the group had clinically active disease. Same percentage were taking a single DMARD. 10% had trialled 3 or more drugs. 62% of patients had discontinued one or more DMARDs prior. The mean duration before discontinuing a DMARD was 9.9 months. Methotrexate was the best tolerated and on average discontinued after 13.4 months (range: 4 days to 10.9 years). Sulfasalazine and hydroxychloroquine were discontinued after an average of 8.4 (11 days to 4.27 years) and 12.5 months (1.3 months to 2.88 years) respectively. Leflunomide was the least tolerated DMARD and stopped after an average of 5.5 months (7 days to 2.53 years). The main reason for stopping a medication was gastro-intestinal symptoms which accounted for 42% of all the reported side effects. This applied to both methotrexate (43%) and sulfasalazine (46%) discontinuation. The leading reasons for discontinuing hydroxychloroquine were jointly GI symptoms and other side effects at 43% each. Leflunomide was stopped in 50% of cases due to neurological symptoms. Conclusion To our knowledge, this is the first report confirming poor retention rate of oral DMARDs in a real world PsA cohort managed over 20 years. In the context of chronic disease, the median duration of treatment is short. Our analysis did not include patients who suffer from side effects but continue therapy thereby impacting treatment adherence and hence the true scale of the issue is likely higher. Though NICE guidelines stipulate the need of an adequate trial of minimum two DMARDs prior to therapy escalation, these drugs are not well tolerated and thus pose a challenge to clinicians. One potential solution is earlier adoption of biological therapies, which are increasingly cost effective and have been shown to be better tolerated. Disclosures I. Jawad None. M.K. Nisar None.


2021 ◽  
Vol 11 ◽  
Author(s):  
Jeong-Yeon Cho ◽  
Sun-Hong Kwon ◽  
Eui-Kyung Lee ◽  
Jeong-Hoon Lee ◽  
Hye-Lin Kim

BackgroundStudies using data from randomized controlled trials (RCTs) and real-world data (RWD) have suggested that adjuvant cytokine-induced killer (CIK) cell immunotherapy after curative treatment for hepatocellular carcinoma (HCC) prolongs recurrence-free survival (RFS) and overall survival (OS). However, the cost-effectiveness of CIK cell immunotherapy as an adjuvant therapy for HCC compared to no adjuvant therapy is uncertain.MethodsWe constructed a partitioned survival model to compare the expected costs, life-year (LY), and quality-adjusted life-year (QALY) of a hypothetical population of 10,000 patients between CIK cell immunotherapy and no adjuvant therapy groups. Patients with HCC aged 55 years who underwent a potentially curative treatment were simulated with the model over a 20-year time horizon, from a healthcare system perspective. To model the effectiveness, we used OS and RFS data from RCTs and RWD. We estimated the incremental cost-effectiveness ratios (ICERs) and performed extensive sensitivity analyses.ResultsBased on the RCT data, the CIK cell immunotherapy incrementally incurred a cost of $61,813, 2.07 LYs, and 1.87 QALYs per patient compared to no adjuvant therapy, and the estimated ICER was $33,077/QALY. Being less than the willingness-to-pay threshold of $50,000/QALY, CIK cell immunotherapy was cost-effective. Using the RWD, the ICER was estimated as $25,107/QALY, which is lower than that obtained using RCT. The time horizon and cost of productivity loss were the most influential factors on the ICER.ConclusionWe showed that receiving adjuvant CIK cell immunotherapy was more cost-effective than no adjuvant therapy in patients with HCC who underwent a potentially curative treatment, attributed to prolonged survival, reduced recurrence of HCC, and better prognosis of recurrence. Receiving CIK cell immunotherapy may be more cost-effective in real-world clinical practice.


2020 ◽  
Vol 79 (Suppl 1) ◽  
pp. 1706.2-1707
Author(s):  
I. Jawad ◽  
M. K. Nisar

Background:Most guidelines recommend the first line use of DMARDs in Psoriatic Arthritis (PsA). However, studies show that many conventional treatments like methotrexate are poorly tolerated. There is hitherto no published real-world data addressing the tolerability of DMARDs in PsA.Objectives:Our objective was therefore to assess the drug management in PsA with focus on tolerability and the reasons for therapy cessation.Methods:We conducted a retrospective analysis of all PsA patients enrolled in electronic database up to April 2019 at our university teaching hospital. We had access to full patient records including details on co-morbidities, drugs and disease managementResults:335 patients were identified with a formal diagnosis of PsA. Mean age of the cohort was 46 years (13-81) and 58% were female. 48% of the group had clinically active disease. Same percentage were taking a single DMARD. 10% had trialled 3 or more drugs. 62% of patients had discontinued one or more DMARDs prior. The mean duration before discontinuing a DMARD was 9.9 months. Methotrexate was the best tolerated and on average discontinued after 13.4 months (range: 4 days to 10.9 years). Sulfasalazine and Hydroxychloroquine were discontinued after an average of 8.4 (11 days to 4.27 years) and 12.5 months (1.3 months to 2.88 years) respectively. Leflunomide was the least tolerated DMARD and stopped after an average of 5.5 months (7 days to 2.53 years). The main reason for stopping a medication was gastro-intestinal symptoms which accounted for 42% of all the reported side effects. This applied to both methotrexate (43%) and sulfasalazine (46%) discontinuation. The leading reasons for discontinuing Hydroxychloroquine were jointly GI symptoms and other side effects at 43% each. Leflunomide was stopped in 50% of cases due to neurological symptoms.Conclusion:To our knowledge, this is the first report confirming poor retention rate of oral DMARDs in a real world PsA cohort managed over 20 years. In the context of chronic disease, the median duration of treatment is short. Our analysis did not include patients who suffer from side effects but continue therapy thereby impacting treatment adherence and hence the true scale of the issue is likely higher. Though NICE guidelines stipulate the need of an adequate trial of minimum two DMARDs prior to therapy escalation, in reality these drugs are not well tolerated and thus pose a challenge to clinicians. One potential solution is earlier adoption of biological therapies, which are increasingly cost effective and have been shown to be better tolerated.Disclosure of Interests:Issrah Jawad: None declared, Muhammad Khurram Nisar Grant/research support from: Muhammad Nisar undertakes clinical trials and received support (including attendance at conferences, speaker fees and honoraria) from Roche, Chugai, MSD, Abbvie, Pfizer, BMS, Celgene, Novartis and UCB, Consultant of: Muhammad Nisar undertakes clinical trials and received support (including attendance at conferences, speaker fees and honoraria) from Roche, Chugai, MSD, Abbvie, Pfizer, BMS, Celgene, Novartis and UCB, Speakers bureau: Muhammad Nisar undertakes clinical trials and received support (including attendance at conferences, speaker fees and honoraria) from Roche, Chugai, MSD, Abbvie, Pfizer, BMS, Celgene, Novartis and UCB


1970 ◽  
Vol 4 (1) ◽  
Author(s):  
Pedro Brandão Silva ◽  
António Coelho

The creation of virtual environments, corresponding to real world settings, constitutes one of the most important, but also most time and resource demanding processes in content development for virtual worlds. By querying real-world data sources, the building process can be automated, reducing the need for human intervention. However, these may present additional management difficulties due to their number, dimension, format or level of detail, therefore requiring specific techniques to operate on them. This paper describes the application of a procedural modeling solution, called PG3D System, on the creation of realistic virtual urban environments and their employ in virtual world applications. This system's implementation in spatial database management systems induces fast data access, large data manipulation features, complex query capabilities and format flexibility, allowing the fast creation of large scale virtual environments, imbued with optimized data structures, compatible with any digital game, custom modeling tool or metaverse platform.


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