EEG-BCI-based motor imagery classification using double attention convolutional network.

This article aims to improve and diversify signal processing techniques to execute a brain-computer interface (BCI) based on neurological phenomena observed when performing motor tasks using motor imagery (MI). The noise present in the original data, such as intermodulation noise, crosstalk, and other unwanted noise, is removed by Modify Least Mean Square (M-LMS) in the pre-processing stage. Traditional LMSs were unable to extract all the noise from the images. After pre-processing, the required features, such as statistical features, entropy features, etc., were extracted using Common Spatial Pattern (CSP) and Pearson's Correlation Coefficient (PCC) instead of the traditional single feature extraction model. The arithmetic optimization algorithm cannot select the features accurately and fails to reduce the feature dimensionality of the data. Thus, an Extended Arithmetic operation optimization (ExAo) algorithm is used to select the most significant attributes from the extracted features. The proposed model uses Double Attention Convolutional Neural Networks (DAttnConvNet) to classify the types of EEG signals based on optimal feature selection. Here, the attention mechanism is used to select and optimize the features to improve the classification accuracy and efficiency of the model. In EEG motor imagery datasets, the proposed model has been analyzed under class, which obtained an accuracy of 99.98% in class Baseline (B), 99.82% in class Imagined movement of a right fist (R) and 99.61% in class Imagined movement of both fists (RL). In the EEG dataset, the proposed model can obtain a high accuracy of 97.94% compared to EEG datasets of other models.

Mesiodistal width of canines: a tool for sex determination.

Teeth, in the living as well as the dead, are the most useful objects in the field of forensic investigation. Their ability to survive in situations like mass disasters makes them important tools in victim identification. Though the morphology and structure is similar in both men and women, there are subtle differences. Variation in dental size can give a clue about differences between the sexes. Many authors have measured the crowns of teeth in both men and women and found certain variations. Canines, reported to survive air crash and hurricane disasters, are perhaps the most stable teeth in the oral cavity because of the labiolingual thickness of the crown and the root anchorage in the alveolar process of the jaws. Measurement of mesiodistal width of the mandibular and maxillary canines provides good evidence of sex identification due to dimorphism.

Descending thoracic aortic aneurysm rupture during postpartum period.

Aortic aneurysm refers to the pathological dilatation of the normal aortic lumen involving one or several segments. Thoracic aortic aneurysms are much less common than aneurysms of the abdominal aorta. Descending thoracic aortic aneurysm leading to dissection and spontaneous rupture is a potentially catastrophic illness. Although rare, dissection and rupture of a preexisting aortic aneurysm have been reported during pregnancy and early puerperium. To the best of our knowledge, such cases among young pregnant women are rarely reported in literature. Herein, an autopsy case of spontaneous rupture of a clinically undiagnosed descending thoracic aortic aneurysm during early puerperium in a young woman is presented along with the review of relevant literature. The victim was found dead on her hospital bed on the seventh day of puerperium. Autopsy with ancillary investigations revealed that the young woman died because of hemothorax from a ruptured dissecting descending thoracic aortic aneurysm secondary to chronic aortitis.

Sudden death due to dysembryoplastic neuroepithelial tumor.

Sudden death in adults from presumably natural causes occurs more frequently than is commonly thought. Numerically they constitute a significant fraction of the total mortality of which central nervous system causes account for 15 percent of the cases. The neoplasms of neuroepithelial origin account for 3 percent of these cases. We are presenting a case of 40 year old woman, who suddenly developed vomiting, abdominal pain and rapidly deteriorating vitals over a period of 20 h and breathing last on the way to the hospital. A cystic swelling of the right frontal lobe was present at autopsy, histopathological examination of the swelling revealed to be Dysembryoplastic Neuroepithelial Tumour (DNT). DNT is a rare neurological tumor characterized by presence of neurons, astrocytes and oligodendrocytes presenting with complex partial seizures. It frequently affects the frontal and temporal lobes of adolescents and young adults.

Index and ring finger ratio--a morphologic sex determinant in South-Indian children.

To investigate the sexual dimorphism of index and ring finger ratio in South Indian children. The index finger length (IFL) and the ring finger length (RFL) were measured in 350 subjects aged between 2 and 12 years using a steel measuring tape. The index and ring finger ratio was computed by dividing index finger length by ring finger length. The data obtained were analyzed statistically using SPSS, version 11.0. Mean RFL was greater than mean IFL in both males and females. The mean ring finger length was longer in males than females and mean index finger length longer in females than males. However, these sex differences observed for index and ring finger length were not significant in both hands. Statistically significant sex differences were observed from the derived index and ring finger ratio. The mean index and ring finger ratio was found to be higher in females than males. Significant correlation was found between age and index and ring finger lengths. Index and ring finger ratio however, did not show any significant correlation with age. This study suggests that among South-Indian children, the index and ring finger ratio of 0.97 and less is indicative of male, and a ratio of more than 0.97 is indicative of female sex. The ratio can be a useful sex indicator irrespective of the age of the individual.

Sex differences from fingerprint ridge density in the Indian population.

Determination of individuality is one of the prime concerns in forensic investigation. The study of fingerprints is widely used in providing a clue regarding identity. The present study was undertaken to study the sex differences in fingerprint ridge density in the Indian population. The study done on 100 males and 100 females revealed that significant sex differences occur in the fingerprint ridge density. The present study shows a statistically significant difference in fingerprint ridge densities of male and female fingerprints in people of Indian origin. A mean fingerprint ridge density of 12 ridges/25 mm(2) or less is found to be more likely to be of males and a mean ridge count of more the 12 ridges/25 mm(2) is more likely to be of female origin.

Death by attack from a domestic buffalo.

Attacks on humans by domestic animals causing fatal injuries are not uncommon in rural areas of India. But injuries due to buffalo gore are rarely observed in villages and are different from other casualties like stab injuries, road fatalities, etc. As the victims of buffalo attack are usually recovered from the fields or forest, the investigating officer could be mislead as to the nature of infliction of fatal injuries to a possible homicide. The injuries caused by the horns of buffaloes are of various shapes, sizes and directions. They are violent and goring in nature. The wound sustained may be contusions, lacerations, criss-cross wounds, penetration of body cavities, and sometimes fractures. In the absence of any eye witness, it becomes very difficult to believe the unsuspecting domestic water buffalo as attacker. This case is reported for its rarity, for the awareness of the possible injuries in such unnatural deaths, and factors predisposing to a buffalo attack.

Poisoning severity score, APACHE II and GCS: effective clinical indices for estimating severity and predicting outcome of acute organophosphorus and carbamate poisoning.

Self-poisoning with organophosphorus (OP) compounds is a major cause of morbidity and mortality across South Asian countries. To develop uniform and effective management guidelines, the severity of acute OP poisoning should be assessed through scientific methods and a clinical database should be maintained. A prospective descriptive survey was carried out to assess the utility of severity scales in predicting the outcome of 71 organophosphate (OP) and carbamate poisoning patients admitted during a one year period at the Kasturba Hospital, Manipal, India. The Glasgow coma scale (GCS) scores, acute physiology and chronic health evaluation II (APACHE II) scores, predicted mortality rate (PMR) and Poisoning severity score (PSS) were estimated within 24h of admission. Significant correlation (P<0.05) between PSS and GCS and APACHE II and PMR scores were observed with the PSS scores predicting mortality significantly (P< or =0.001). A total of 84.5% patients improved after treatment while 8.5% of the patients were discharged with severe morbidity. The mortality rate was 7.0%. Suicidal poisoning was observed to be the major cause (80.2%), while other reasons attributed were occupational (9.1%), accidental (6.6%), homicidal (1.6%) and unknown (2.5%) reasons. This study highlights the application of clinical indices like GCS, APACHE, PMR and severity scores in predicting mortality and may be considered for planning standard treatment guidelines.

Skeletal asymmetry.

Bilateral variations in dimensions of upper and lower limb bones are attributable to difference in mechanical stress and strain that the bones are subjected to during bone growth, and is referred to as directional asymmetry. This skeletal asymmetry in the upper limbs is usually prominent on the dominant side while in lower limbs on the other side, possibly due to supportive contra lateral muscle contractions, that influence the bone growth. This contra lateral dominance in upper and lower limbs is known as cross-symmetry pattern. During skeletal remains examination, variations in different dimensions of long bones of an individual can result in erroneous opinion regarding number of individuals, especially in case of mass disasters. A case report of skeletal remains examination with review of relevant literature is presented where the different dimensions of right and left limb elements are measured and compared.

Estimation of stature from vertebral column length in South Indians.

Stature is one of the essential parameters in the establishment of identity of an individual. To estimate the stature from different segments of the vertebral column, a study was done in the South Indian population. The lengths of different segments of the vertebral column were measured along the anterior surface in 72 males and 45 females. Regression formulae were deduced for each segment in both the groups. The correlation coefficient of the estimate ranged from 0.776 to 0.583 in males and 0.708 to 0.325 in females. The standard error of the estimate ranged from 4.38 to 5.65cm in males and 4.16 to 5.58cm in females. This method is useful to estimate the stature in cases of highly decomposed, burnt or mutilated bodies, where the long bones are not available.

Estrogen surge: a regulatory switch for superoxide radical generation at implantation.

This study is undertaken to identify the regulatory switch for the activation of superoxide radical generation pathway and repression of superoxide dismutase (SOD) at the time of implantation using estrogen as a control factor and delayed implantation as a model system. The results revealed high SOD activity and negligible oxyradical generation in progesterone-treated animals on day-5 and day-8 (delayed implantation) while an enormous rise in oxyradical generation and an abrupt fall in SOD in animals which received both estrogen and progesterone injections were observed on days 5 and 8 of pregnancy. These results strongly suggest that estrogen regulates superoxide anion radical generation by lowering the SOD activity.

Enhanced axial symmetry at the Fe(3+)-heme center of peroxidase by ascorbate: a basis for the ascorbate-dependent peroxidase action.

In the absence of its substrate hydrogen peroxide, peroxidase exhibits perturbations in its Fe(3+)-heme center, when incubated with ascorbic acid. The electron paramagnetic pattern sprang towards a higher g-value side, denoting a sharpening of the rhombic axial symmetry around the heme-center. The interpretation is that the ascorbate dependent peroxidase action starts with the formation of an Fe(3+)-ascorbate charge transfer complex intermediate.