21 research outputs found

    Toxic Comment Classification using Deep Learning

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    Online Conversation media serves as a means for individuals to engage, cooperate, and exchange ideas; however, it is also considered a platform that facilitates the spread of hateful and offensive comments, which could significantly impact one's emotional and mental health. The rapid growth of online communication makes it impractical to manually identify and filter out hateful tweets. Consequently, there is a pressing need for a method or strategy to eliminate toxic and abusive comments and ensure the safety and cleanliness of social media platforms. Utilizing LSTM, Character-level CNN, Word-level CNN, and Hybrid model (LSTM + CNN) in this toxicity analysis is to classify comments and identify the different types of toxic classes by means of a comparative analysis of various models. The neural network models utilized for this analysis take in comments extracted from online platforms, including both toxic and non-toxic comments. The results of this study can contribute towards the development of a web interface that enables the identification of toxic and hateful comments within a given sentence or phrase, and categorizes them into their respective toxicity classes

    Interventional Spine and Pain Procedure Credentialing: Guidelines from the American Society of Pain & Neuroscience

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    Background: The discipline of interventional pain management has changed significantly over the past decade with an expected greater evolution in the next decade. Not only have the number of procedures increased, some of the procedures that were created for spine surgeons are becoming more facile in the hands of the interventional pain physician. Such change has outpaced academic institutions, societies, and boards. When a pain physician is in the credentialing process for novel procedure privileges, it can leave the healthcare system in a challenging situation with little to base their decision upon. Methods: This paper was developed by a consensus working group from the American Society of Pain and Neuroscience from various disciplines. The goal was to develop processes and resources to aid in the credentialing process. Results: These guidelines from the American Society of Pain and Neuroscience provide background information to help facilities create a process to appropriately credential physicians on novel procedures. They are not intended to serve as a standard or legal precedent. Conclusion: This paper serves as a guide for facilities to credential physicians on novel procedures

    Planetary Waves at Equatorial Stratopause

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    279-280The rocketsonde meteorological data for the Thumba equatorial station are examined to study wave periods of planetary wave disturbances at stratopause. The temperature, density and the height data obtained every Wednesday; regularly over the period 1972-74 are used to identify the stratopause. Power spectral analysis of the stratopause height and density is carried out. Dominant peaks in spectral power are observed at periods of 20 and 40 days

    Green and efficient synthesis of 2-(4-oxo-3,4-dihydroquinazolin-2-yl)-2,3-dihydropthalazine-1,4-dione

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    412-4172-Hydrazinoquinazolin-3H-4-ones 1a,b were reacts with each of the anhydrides, phthalic anhydride 2a, succinic anhydride 2b and maleic anhydride 2c independently in PEG-600 at RT to yield 2-(2-(4-oxo-3,4-dihydroquinazolin-2-yl)hydrazine-ecarbonyl)benzoic acid 3a,b, 4-oxo-4-(2-(4-oxo-3,4-dihydroquinazolin-2-yl)hydrazinyl)butanoic acid 3c,d and 4-oxo-4-(2-(4-oxo-3,4-dihydroquinazolin-2-yl)hydrazinyl)but-2-enoic acid 3e,f, respectively. 3a,b,<b style="mso-bidi-font-weight: normal"> 3c,d, 3e,f have been transformed into 2-(4-oxo-3,4-dihydroquinazolin-2-yl)-2,3-dihydrophthalazine-1,4-dione 4a,b, 1-(4-oxo-3,4-dihydroquinazolin-2-yl)piperazine-3,6-dione 4c,d and 1-(4-oxo-3,4-dihydroquinazolin-2-yl)-1,2-dihydropyridazine-3,6-dione 4e,f, respectively by heating each in PEG-600 at 100 °C for 3-3.5 hr in high yields and in high purity, involving a dehydrative ring closure. The final compounds <b style="mso-bidi-font-weight: normal">4a-f have also been prepared alternatively by reacting 1 with <b style="mso-bidi-font-weight: normal">2 in PEG-600 at 100 °C for 3.5-4 hr

    Efficacy of Standardized Extract of Bacopa monnieri (Bacognize®) on Cognitive Functions of Medical Students: A Six-Week, Randomized Placebo-Controlled Trial

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    Rationale. Bacopa monnieri, popularly known as Brahmi, has been traditionally used in Ayurveda since ages for its memory enhancing properties. However, data on placebo-controlled trial of Bacopa monnieri on intellectual sample is scarce. Hence this study was planned to evaluate the effect of Bacopa monnieri on memory of medical students for six weeks. Objective. To evaluate the efficacy of Bacopa monnieri on memory of medical students with six weeks’ administration. Method and Material. This was a randomized double blind placebo-controlled noncrossover, parallel trial. Sixty medical students of either gender from second year of medical school, third term, regular batch, were enrolled from Government Medical College, Nagpur, India. Baseline biochemical and memory tests were done. The participants were randomly divided in two groups to receive either 150 mg of standardized extract of Bacopa monnieri (Bacognize) or matching placebo twice daily for six weeks. All baseline investigations were repeated at the end of the trial. Students were followed up for 15 days after the intervention. Results. Statistically significant improvement was seen in the tests relating to the cognitive functions with use of Bacopa monnieri. Blood biochemistry also showed a significant increase in serum calcium levels (still within normal range)

    Exploring the Benefits of Rice Husk Waste: Synthesis and Characterization of Biochar and Nanobiochar for Agricultural and Environmental Sustainability

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    Rice husk waste is a significant byproduct of rice production in developing countries, with a vast annual production. This waste material has been extensively used as an adsorbent for various substances due to its adsorption capabilities. Biochar, a carbon-rich material produced through pyrolysis of biomass, has gained attention for its diverse applications in agriculture and the environment. In this study, rice husk biochar and nanobiochar were synthesized and characterized to explore their potential benefits for agricultural and environmental sustainability. The biochar was prepared by pyrolysis of rice husk at 500°C in a low-oxygen environment, followed by grinding and sieving. Nanobiochar was obtained by ball milling the biochar particles. The physical and physicochemical properties of both biochar and nanobiochar were evaluated, including bulk density (0.41 and 0.59 Mg m-3), particle density (0.49 and 0.54 Mg m-3), water holding capacity (168.6 and 178.5%), pH (8.4 and 7.3), electrical conductivity (0.31 and 0.45 dS m-1), cation exchange capacity (26.3 and 24.1cmol (p+) kg-1), volatile matter content (21.91 and 18.90%) and particle size distribution. Spectral analysis techniques such as DLS, FTIR, XRD, SEM and EDX were used to examine the size, zeta potential functional groups, crystallinity, porosity and elemental composition of the samples. The results showed that nanobiochar exhibited improved physical characteristics, such as higher porosity and water retention capacity, compared to biochar. The elemental composition and volatile matter content differed between the two materials. Nanobiochar also had significantly smaller particle size (11 nm) and a stable zeta potential. These findings suggest that rice husk nanobiochar has great potential for applications in soil fertility enhancement, adsorption of contaminants and waste management. The study contributes to the understanding of the properties and applications of rice husk waste-derived biochar and nanobiochar, promoting their utilization for sustainable agricultural and environmental practices
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