Eye-CU: Sleep Pose Classification for Healthcare using Multimodal Multiview Data

Manual analysis of body poses of bed-ridden patients requires staff to continuously track and record patient poses. Two limitations in the dissemination of pose-related therapies are scarce human resources and unreliable automated systems. This work addresses these issues by introducing a new method and a new system for robust automated classification of sleep poses in an Intensive Care Unit (ICU) environment. The new method, coupled-constrained Least-Squares (cc-LS), uses multimodal and multiview (MM) data and finds the set of modality trust values that minimizes the difference between expected and estimated labels. The new system, Eye-CU, is an affordable multi-sensor modular system for unobtrusive data collection and analysis in healthcare. Experimental results indicate that the performance of cc-LS matches the performance of existing methods in ideal scenarios. This method outperforms the latest techniques in challenging scenarios by 13% for those with poor illumination and by 70% for those with both poor illumination and occlusions. Results also show that a reduced Eye-CU configuration can classify poses without pressure information with only a slight drop in its performance.Comment: Ten-page manuscript including references and ten figure

Efficient Data Transfer Over Wireless Networks

In the present day, efficiency in the field of communication is of utmost importance. In this study, data is transmitted over a wireless network supported by helical antennas. The efficiency is obtained by encoding the data by the Reed Solomon (RS) encoding scheme. The added advantage of this encoding scheme is its error detection and correction scheme in addition to the productive bandwidth usage. The data is encoded from the source and will be modulated using Quadrature Amplitude Modulation (QAM) scheme. The modulated data is then transmitted over a wireless network supported by the helical antenna. In the receiving end, the received signal is demodulated and then decoded. In this study, errors are introduced by the user to demonstrate the error detecting and correcting capabilities. The entire set up is simulated on the MATLAB version 9.5b 2018 software

Myocardial FFR (Fractional Flow Reserve) in patients with angiographically intermediate coronary artery stenosis - an initial institutional experience

Background: The clinical significance of coronary artery stenosis of intermediate severity can be difficult to determine. The management of intermediate coronary lesions, defined by a diameter stenosis of ≥40% to ≤70%, continues to be a therapeutic dilemma for cardiologists. The 2-dimensional representation of the arterial lesion provided by angiography is limited in distinguishing intermediate lesions that require stenting from those that simply need appropriate medical therapy. In the era of drug-eluting stents, some might propose that stenting all intermediate coronary lesions is an appropriate solution. However, the possibility of procedural complications such as coronary dissection, no reflow phenomenon, in-stent restenosis, and stent thrombosis requires accurate stratification of patients with intermediate coronary lesions to appropriate therapy. Myocardial fractional flow reserve (FFR) is an index of the functional severity of coronary stenosis that is calculated from pressure measurements made during coronary angiography. The objective of the study is to evaluate the usefulness of FFR in patients with angiographically intermediate coronary artery stenosis.Methods: 20 patients with intermediate coronary stenosis and chest pain of uncertain origin. The Exercise Electrocardiography (TMT), Myocardial Perfusion Imaging study (MPI), Quantitative Coronary Angiography (QCA) were compared with the results of FFR measurements.Results: 20 patients were undergone FFR measurement during the study period. With the mean age of 57.25±11.2 and male patients were 16 (80%), female patients 4 (20%), in all 13 patients with an FFR of 0.75 tested negative for reversible myocardial ischemia on TMT and MPI study. No revascularization procedures were performed in 7 (35%) patients, and no adverse cardiovascular events were noted in all these patients during 6 months of follow-up.Conclusions: In patients with coronary stenosis of intermediate severity, FFR appears to be a useful index of the functional severity of the stenosis and the need for coronary revascularization.

Bioactivity of Locally Available Plants on Cotton Whitefly, Bemisia tabaci and the fungus isolated from cotton

Aqueous, diethyl ether, chloroform, petroleum ether, N-hexane and benzene extracts of locally available plant species were tested for phytochemical and insecticidal bioactivity against cotton whitefly, Bemisia tabaci, under controlled conditions. This study is within bioprospection context, for utilizing local plant species as alternative in sustainable agriculture development. The leaf and stem extract was used. The whole plant extract of T.procumbens followed by N.oleander and V.rosea showed repellent and toxic effect against adult and second nymphal instars. Leaf extract of all three plants showed high inhibition activity against nymphal instars. In case of flower extract less inhibition activity was shown respectively. Fungi which grow on the cotton plant was screened, characterized and checked for antifungal activity against the extracts of the plant material. Phytochemical analysis was also carried out by standard protocols

Performance analysis of cow dung as an eco-friendly binder and additive material for sustainable moulding and casting

Abstract: In the present work, an attempt is made to partially replace the high cost silica sand with sustainable eco-friendly material, namely cow-dung. Practical utility of cow dung as a binding and additive material in foundries has been tested in the present work. Taguchi method is used to plan and conduct nine experiments with three replicates each. Pareto analysis of variance study is done to understand the practical significance of moulding sand variables namely percent of cow dung, percent of clay, percent of water, and degree of ramming on sand mould properties. The conflicting multiple objective functions (maximize: mould hardness, and minimize: collapsibility and gas evolution) are optimized by utilizing data envelopment analysis ranking (DEAR) method. The optimal parameter levels i.e. 6% of clay, 4% of water, 5% of cow-dung and 4 numbers of ramming strokes are obtained by applying hybrid Taguchi- DEAR method. These parameters yielded the best moulding properties i.e. mould hardness 55, gas evolution 5.9 ml/gm , and collapsibility 470 g/cm2. Thereafter, Lovejoy coupling made of aluminium is cast in the sand mould prepared with cow-dung and without cow-dung. The sand mould is prepared with the optimum set of parameters and the casting produced in the mould has been tested for its quality characteristics. The mechanical properties, surface finish, and microstructure of the casting made in sand mould with cow-dung are found to be better than that obtained with sand mould without cow-dung. The present research work is found to be more useful in foundries for sustainable production of good quality casting

Antibiogram resistance pattern of extended-spectrum beta-lactamase-positive bacterial isolates

Objectives: To identify the antibiogram resistance pattern of extended-spectrum beta-lactamase (ESBL)-positive bacterial isolates. Materials and Methods: This prospective, observational study was conducted in Rajarajeswari Medical College and Hospital, Bangalore, over a period of 12 months. The clinical samples were inoculated on the standard recommended media. Inoculated plates were incubated aerobically at 37°C for 24 h, and organisms were identified by culture and appropriate biochemical reactions. Antimicrobial sensitivity was performed by Kirby-Bauer disk diffusion method on Mueller-Hinton agar using commercially available antibiotic discs as per the Clinical and Laboratory Standards Institute Guidelines-2014. Results: Escherichia coli were the most common ESBL-producing organisms isolated from the study population accounting to 45% of the total cases. The next most common organisms were Klebsiella species and Pseudomonas. Ceftriaxone was the most commonly used empirical antibiotic (33.3% cases). Piperacillin and meropenem were used in combination with tazobactam or sulbactam, respectively, as per the culture and sensitivity reports. Conclusion: The association of change in antibiotic to mortality was found to have significance. The change in antibiotic in deterioration of the illness showed decrease in mortality