Dementia Detection Using LSTM and GRU

Neuro-degenerative infections, like dementia, can affect discourse, language, and the ability of correspondence.A new report to work on the precision of dementia identification examined the utilization of conversation analysis(CA) of meetings between patients and nervous system specialists to recognize reformist neuro-degenerative(ND) memory issues patients and those with (non-reformist) FMD (Functional Memory Disorder). In any case,manual CA is expensive for routine clinical use and hard proportional. In this work, we present an early dementiadiscovery framework utilizing discourse acknowledgment and examination dependent on NLP method andacoustic component handling strategy apply on various element extraction and learning using LSTM (LongShort-Term Memory) and GRU which strikingly catches the transient provisions and long haul conditions fromauthentic information to demonstrate the abilities of grouping models over a feed-forward neural organization inestimating discourse investigation related issues. Dementia dataset is taken where the audio file is considered forspeech recognition analysis on basis of that data is generated and it is predefined given in dementia data databank.That audio file is converted to text based on speech analysis. Using LSTM and GRU gives efficient results

Investigation and quantification of bioactive compounds from leaf extract of Acacia arabica as an effective antibacterial agent against E.coli associated with diarrheal infections

In this study antibacterial effect of bioactive compounds present in crude methanolic leaf extract of Acacia arabica was investigated against four different E.coli serogroups associated with diarrheal infections in animals. The serogroups were E.coli O22, O11, O89 and O61 along with one standard E.coli strain carrying LT and ST enterotoxins. Separation and identification of bioactive compounds was carried out by CC (Column chromatography), Preparative HPLC coupled with LC TOF ESI MS. Determination of antibacterial activity was carried out by well diffusion and broth microdilution method. The main compounds were identified including, methyl 3,4,5 tri hydroxyl benzoate (C8H8O5), p-coumaroyl glucoside (C15H19O7), p -coumaroyl quinic acid (C16H18O8), Ferulic acid (C10H10O4), isoferulic acid, epi catecine-3-gallate (C22H18O10), ascorbic acid , quercetine 3-O- (4’-O-acetyl)-rhamnopyranoside (C28H30O16), oleic acid (C18 H34O2), myristic acid (C14H28O2), Palmitic acid (C16H32O2) and steroidal sapogenin aglycons. The compound p-coumaroyl glucoside and p -coumaroyl quinic acid was obtained in combined form and largest antibacterial efficacy was observed in this combination. In addition, Ferulic acid and sapogenin aglycon was found to be having antibacterial potential

PERILAKU KONSUMSI MINUMAN ENERGI PADA SOPIR PETE-PETE TRAYEK SUDIANG KOTA MAKASSAR

Konsumsi minuman energi memiliki dampak buruk bagi kesehatan jika dikonsumsi secara terus menerus. Pencampuran minuman energi dengan zat tertentu seperti alkohol dapat membuat orang yang mengonsumsinya berisiko keracunan.1 Adapun tujuan dari penelitian ini adalah untuk mengetahui alasan-alasan, praktik-praktik, dan pola-pola (proses) adopsi perilaku konsumsi minuman energi pada sopir pete-pete. Penelitian ini menggunakan metode pendekatan kualitatif dengan rancangan fenomenologi. Informan dalam penelitian ini adalah sopir pete-pete, penjual minuman energi, dan ketua Organisasi Angkutan Darat (Organda) Kota Makassar. Informasi diperoleh dengan melakukan wawancara mendalam dengan bantuan pedoman wawancara serta observasi. Minuman energi dipandang oleh informan sopir sebagai minuman yang dapat mengatasi rasa kantuk dan membuat semangat. Minuman energi juga diketahui oleh beberapa informan dapat menimbulkan bahaya bagi kesehatan. Dari 9 informan sopir pete-pete, 2 orang mengaku pernah mengonsumsi minuman energi dicampur dengan minuman beralkohol. Informan tersebut memperoleh informasi mengenai minuman energi dari teman, penjual minuman energi, dan iklan di televisi. Informasi tersebut mendorong informan untuk melakukan konsumsi minuman energi. Kesimpulan dari penelitian ini adalah alasan konsumsi minuman energi pada informan (sopir pete-pete) terkait dengan keyakinannya terhadap manfaat minuman energi, sopir pete-pete melakukan pola adopsi perilaku trial-do sebelum mengadopsi perilaku, dan praktik konsumsi minuman energi yang umumnya dilakukan oleh informan ialah mengonsumsi minuman energi berbentuk serbuk dicampur dengan air dan es batu serta susu sebagai bahan tambahan

Cloud Storage That Makes Use Of A Feature-Based Encoding Hierarchy To Maximize Efficiency

Sharing data securely in the cloud is a major difficulty, but cipher text-policy attribute-based encryption has emerged as a top tool for meeting this need. The shared data files used in many different professions, including medicine and the military, have a multi-tiered, intricate structure. The file-sharing structure, however, has not been studied in cipher text-policy attribute-based encryption. Here, we provide a novel cloud-based encryption approach that takes advantage of hierarchies of file attributes. Before encrypting a folder tree, it is common practice to merge the various access controls into a single control scheme. Some components of the encryption text that pertain to attributes might be reused between files. The time and money needed to store encrypted documents and conduct encryption are therefore minimized. Finally, it is demonstrated that the proposed method is safe under the null hypothesis. In experimental simulations of encryption and decryption, the proposed method has been proven to be exceedingly efficient. Our method's advantages become more evident as more data is included

Improved Hybrid Fingerprint-Based P2P Media Distribution For Privacy Protection

It has been suggested that anonymous fingerprinting could be an easy way to ensure the lawful dissemination of copyright-protected multimedia content without compromising the privacy of customers, whose names would only be revealed in the event of illegal re-distribution of the content. This idea has been put forward as a potential solution to the problem. However, the majority of the currently available anonymous fingerprinting systems are not practical. This is due to the fact that they make use of complicated protocols that take up a lot of time, as well as homomorphic encryption of the data. Furthermore, they distribute the data using a unicast approach, which does not scale well for a large number of clients. The concept of recombined fingerprints serves as the foundation for this body of work, which also makes an effort to overcome some of these restrictions. On the other hand, recommended fingerprint approaches need a complex graph search for traitor monitoring, which in turn demands the participation of additional buyers and honest proxies in their P2P distribution scenario. Getting rid of these issues and developing a fingerprinting system that is not only efficient but also scalable, private, and makes use of P2P technology is the purpose of this research

Evaluation of Biopesticides against Spotted Alfalfa Aphid, \u3cem\u3e Therioaphis \u3c/em\u3e spp on Alfalfa

Alfalfa or Lucerne, Medicago sativa L. recognised as the oldest among the forage crops, also called as Queen of forages is considered as a superior feed for dairy, horses etc because it is quickly digested, relatively high in protein, low in NDF, excellent source of Ca, Mg, P, vit D and carotene. As a legume it is also known to improve soil structure because it is effective source of biological nitrogen. It mainly suffers both qualitatively and quantitatively from the spotted alfalfa aphid, Therioaphis maculata and pea aphid, Acyrthosiphon pisum. Green fodder yield losses were reported to be 33% in alfalfa due to aphid in new Mexico. Since insecticide usage is discouraged in fodder crops, it was intended to manage the spotted alfalfa aphid with few of the available biopesticides

Aspek Sosial Budaya Pada Konsumsi Minuman Beralkohol (Tuak) Di Kabupaten Toraja Utara

Mengonsumsi minuman beralkohol pada beberapa daerah di Indonesia sudah menjadi kebiasaan dan kebudayaan. Data Riskesdas menunjukkan daerah dengan prevalensi minum alkohol tertinggi di Sulawesi Selatan adalah Kabupaten Toraja Utara, yaitu 27,5% dalam 12 bulan terakhir, atau 22,6% dalam 1 bulan terakhir. Studi kualitatif dengan rancangan etnografi dilakukan untuk mengetahui aspek sosial budaya pada konsumsi minuman beralkohol (tuak) di Kabupaten Toraja Utara. Data penelitian dikumpulkan melalui wawancara pada 12 informan. Selain itu, observasi juga dilakukan untuk menjaga keabsahan data.Hasil penelitian menunjukkan bahwa informanmemahami tuak sebagai minuman tradisional beralkohol yang memiliki pengaruh positif dan negatif bagi pengonsumsinya. Kebanyakan dari mereka mengonsumsi karena lingkungan sosialnya. Dari aspek budaya, tuak merupakan minuman yang dapat mempererat persaudaraan dan selalu disajikan dalam perayaan pesta adat. Proses difusi terjadi ketika orang Toraja mengundang pendatang di upacara adat dan menawarkannya minuman tuak. Demi menghormati tamu, undangan akan ikut mengonsumsi tuak dan akhirnya terbiasa dengan hal tersebut. Selain itu, juga terdapat kebiasaan mengonsumsi tuak dengan bir. Mereka yang berstatus sosial ekonomi tinggi biasanya menyediakan bir di setiap acaranya. Penelitian ini menyimpulkan bahwa konsumsi tuak di Toraja Utara merupakan bagian daripada tradisi masyarakat, baik pada perayaan pesta adat maupun dikegiatan sehari-hari

Potential Antibacterial Efficacy of Bioactive Principles of Fruit Extracts of Acacia arabica Lam. Willd against Enterotoxigenic Escherichia coli

The present study revealed antibacterial activity of six different fruit extracts of Acacia arabica against ETEC Enterotoxigenic E.coli strains. Preliminary phytochemical analysis of plant extracts and quantitative estimation revealed presence of large amount of tannins. In addition the extract was found to be rich in cardiac glycosides. Antibacterial activity of plant extracts by well-diffusion and broth microdilution method revealed that fruit extract of Acacia arabica act as alternative therapeutic agent to cure diarrhea associated with ETEC more effectively

UPAYA PENCEGAHAN MALARIA OLEH MASYARAKAT DI WILAYAH KERJA PUSKESMAS KAYELI, KECAMATAN WAYAPO, KABUPATEN BURU. MALUKU

Malaria masih menjadi masalah kesehatan di Indonesia. Dikabupaten Buru, berdasarkan data profil Dinas Kesehaan Kabupaten Tahun 2011 dari 10 besar penyakit yang ada, malaria menempati urutan ke lima dengan jumlah penderita 7581 kasus. Penelitian ini bertujuan untuk mengeksplorasi perilaku masyarakat dalam upaya mencegah penyakit malaria di Wilayah Kerja Puskesmas Kayeli, Kecamatan Wayapo, Kabupaten Buru Tahun 2012. Penelitian ini merupakan penelitian kualitatif dengan rancangan studi etnografi. Infroman dalam penelitian ini adalah orang yang tinggal di wilayah kerja Puskesmas Kayeli sebanyak 10 orang dan seorang petugas puskesmas sebagai informan kunci dengan menggunakan teknik snowball. Hasil penelitian menunjukkan bahwa Masyarakat menggunakan kelambu berpestisida. Masyarakat merasakan efek nyaman saat menggunakan kelambu,. Masyarakat juga memberikan sikap positif terhadap penggunaan kelambu. Masyarakat menggunakan obat anti nyamuk bakar untuk menghindari gigitan nyamuk. Namun, masyarakat memberikan sikap terhadap penggunaan obat nyamuk dengan mengungkapkan efek negatif yang mereka rasakan seperti gangguan pernapasan akibat asap yang dihasilkan dari obat nyamuk anti bakar. Masyarakat pada umumnya tidak menggunakan kawat ram pada ventilasi rumah mereka. Beberapa alasan diberikan oleh masyarakat, antara lain ketidakmampuan masyarakat secara finansial untuk membeli kawat ram. Hal ini sejalan dengan yang diungkapkan oleh teguas puskesmas kayeli bahwa banyak masyarakat yang tidak menggunakan kawat ram. Oleh karena itu, Perlunya langkah-langkah intensif oleh semua pihak untuk memberikan pengetahuan dan segala informasi tentang pentingnya memakai kelambu atau obat anti nyamuk dan memasang kawat ram pada ventilasi rumah