Seeking Optimum System Settings for Physical Activity Recognition on Smartwatches

Physical activity recognition (PAR) using wearable devices can provide valued information regarding an individual's degree of functional ability and lifestyle. In this regards, smartphone-based physical activity recognition is a well-studied area. Research on smartwatch-based PAR, on the other hand, is still in its infancy. Through a large-scale exploratory study, this work aims to investigate the smartwatch-based PAR domain. A detailed analysis of various feature banks and classification methods are carried out to find the optimum system settings for the best performance of any smartwatch-based PAR system for both personal and impersonal models. To further validate our hypothesis for both personal (The classifier is built using the data only from one specific user) and impersonal (The classifier is built using the data from every user except the one under study) models, we tested single subject validation process for smartwatch-based activity recognition.Comment: 15 pages, 2 figures, Accepted in CVC'1

Robust Heterogeneous Network to Support Multitasking

Due to emerging technology, efficient multitasking approach is highly demanded. But it is hard to accomplish in heterogeneous wireless networks, where diverse networks have dissimilar geometric features in service and traffic models. Multitasking loss examination based on Markov chain becomes inflexible in these networks owing to rigorous computations is obligatory. This paper emphases on the performance of heterogeneous wireless networks based on multitasking. A method based on multitasking of the interrelated traffic is used to attain an approximate performance in heterogeneous wireless networks with congested traffic. The accuracy of the robust heterogeneous network with multitasking is verified by using ns2 simulations.http://arxiv.org/abs/1309.451

Transcriptome profile of early responsive genes in susceptible barley during Rhynchosporium secalis infection

Scald caused by Rhynchosporium secalis, is an economically important disease found worldwide. In order to profile genes and pathways responding to R. seclais infection, leaf transcriptomes before and after fungus inoculation in susceptible barley were compared using cDNA-AFLP technique. Transcriptional changes of 144 expressed sequence tags (ESTs) were observed, of which 18 have no previously described function. Functional annotation of the transcripts revealed a wide range of pathways including cell wall fortification, cytoskeleton construction and metabolic processes at different time points. Furthermore, the results of RT-PCR analysis on candidate genes, ABC transporters and lycine-specific demethylase were consistent with the cDNA-AFLP data in their expression patterns. Taken together, our data suggest that susceptible barley reprograms metabolic and biological processes to initiate a suitable response R. secalis infection

Misconceptional views about epilepsy exist across social class system of society

Epilepsy affects over 1% of population worldwide. Studies have shown that although our understanding about epilepsy has come a long way, misconceptions about its etiology and treatment exist in rural slums. However, no study has been conducted to see whether such misconceptions exist in middle and upper socio-economic class. This study aims to explore the existence of misconceptions and social stigma in the middle and upper socio-economic class. Materials and Methods: We conducted a survey-based study about epilepsy on 227 participants, belonging to middle and upper socio-economic class. Results: The symptoms of generalized tonic-clonic seizures were correctly described by participants. However, magic, superstition and ‘jin’ were considered as the etiology by some. Incorrect treatment options, like shoe sniffing and ‘taweez’ etc., were also mentioned. Social stigmas regarding sharing information about epilepsy and marrying epileptics also existed. Discussion: Our study shows that although the general understanding about epilepsy was correct in majority of participants belonging to the middle upper socio-economic class, it was restricted to generalized tonic clonic seizures. Key misconceptions regarding the etiology and treatment of epilepsy and social stigma associated with it did exist. These findings emphasize the need to educate all segments of the society about epileps

Outbreak of dengue fever in Karachi 2006: a clinical perspective

OBJECTIVE: This study reports clinical manifestations and spectrum of severity of dengue fever (DF), dengue haemorrhagic fever (DHF) and dengue shock syndrome (DSS) in adult patients admitted during 2006 outbreak in Karachi. A rough estimation of cost of care was also calculated. METHODS: A cross-sectional study was done at a tertiary care hospital in Karachi from January to December 2006. Patients suspected of having DF with positive dengue IgM antibodies were included and records were reviewed. Patients were divided into DF, DHF and DSS as per WHO classification, and the severity of clinical manifestations was determined. RESULTS: A total of 278 (65.72%) of 423 patients admitted with suspected dengue illness had positive IgM titer. Mean age was 31 +/- 12.9 years, with 168 (60%) males and 110 (40%) females. Common presenting symptoms were fever (100%), vomiting (78%), epigastric pain (52%), bleeding tendencies (34%), and erythematous rash (33%). Thrombocytopenia (60%), Leucopenia (45%), elevated transaminases (ALT 71%; AST 88%), and deranged PT (22%) and aPTT (75%) were the predominant. Laboratory parameters: DF was diagnosed in 169 (61%) patients, 82 (29%) were classified as DHF, and 27 (10%) as DSS. Patients with DHF/DSS were younger (n=60, 55%) and had longer hospital stay (p=0.001). Case fatality rate for DHF/DSS group was 4.6%. CONCLUSION: It was estimated that endemicity of DF is on the rise in Karachi and a significant proportion of patients had DHF and DSS. Younger patients develop DHF and DSS and have high case fatality rate

Knowledge about osteoporosis among healthy women attending a tertiary care hospital

INTRODUCTION: To determinate the knowledge on osteoporosis-risk factors and disease in three age groups of Pakistani women.METHODS: In this exploratory cross-sectional study, an osteoporosis knowledge assessment questionnaire (OKAT) was used to collect data and it was delivered through a face-to-face interview. Questions were asked about symptoms of osteoporosis, knowledge of risk factors, preventive factors and treatment. A convenience sample (n =320) comprising of three groups of healthy women aged 25-35 years, 36-45 years, and over 45 years was taken. The scoring range was 0 to 20. Among-group comparisions of means were analyzed by two-way ANOVA. To determine the overall influence of osteoporosis-risk factors, the multivariate analysis was used.RESULTS: The knowledge on osteoporosis in younger women was very poor compared to relatively older females. However, women belonging to higher socioeconomic status and better education had slightly more knowledge about osteoporosis compared to those with a low education level, regardless of age.CONCLUSION: The majority of women had modest knowledge on osteoporosis. Younger women were at increased risk for low bone mass and premature osteoporosis

Pore structural characterization of fuel cell layers using integrated mercury porosimetry and computerized X-ray tomography

The pore structure of the cathode catalyst layer of proton-exchange membrane (PEM) fuel cells is a major factor influencing cell performance. The nanostructure of the catalyst layer has been probed using a novel combination of mercury porosimetry with computerized X-ray tomography (CXT), even though the nanopores were below the nominal CXT resolution. The method allows probing of the macroscopic spatial variability in the accessibility of the nanostructure. In particular, mercury entrapment within the catalyst layer showed a pronounced regular spatial patterning corresponding to the already higher X-ray absorbing regions of the fresh catalyst layer. The initial, greater X-ray absorption was due to a higher local concentration of carbon-supported platinum catalyst. This was due to segregation of ionomer away from these areas caused by the particular screen printing catalyst layer deposition method used, which both enhanced the accessibility of the origin regions and, concomitantly, reduced the accessibility of the destination regions