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Medical Blogs Text Mining: An Efficient Methodology for Knowledge Identification & Sharing

Thesis Info

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Author

Mahmood, Sajid

Program

PhD

Institute

University of Engineering and Technology

City

Lahore

Province

Punjab

Country

Pakistan

Thesis Completing Year

2014

Thesis Completion Status

Completed

Subject

Computer Science

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/12061/1/Sajid%20Mahmood%20CS%202014%20uet%20lhr%20prr.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727787136

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Ubiquitous and economical availability of data through Internet proffers an unprecedented opportunity. The quantity and quality of knowledge driven is directly proportional to the amount of data available. Data mining renders the set of tools and techniques required to analyze large collections of data and extract useful patterns. This can endow healthcare community with great assistance to make calculated decisions given a medical situation. As the available data on the Internet is growing exponentially, generated by different communities and in different formats including emails, blogs, forums, standard web pages, and so on, the task of the text mining community becomes more challenging. The availability of such humongous data, along with offering great prospects, also creates enormous amount of challenges for the data science community, including the data and text mining communities. These challenges include the analysis, interpretation, and exploration of a variety of data typesto work on and the development of innovative algorithms and software tools to efficiently handle large quantities of data. Electronic medical data are among the more rapidly growing data genres. They are available in the form of electronic patient records, blogs authored by patients and medical professionals, medical experiences shared over the internet forums, prescriptions and invoices and many other formats. Electronic patient records have long been used for analysis of healthcare services. Knowledge available in medical blogs data, however, has not been utilized as effectively and extensively by the healthcare community. In this thesis, we propose a methodology that makes use of the state-of-the-art data and text mining techniques to take advantage of the social medical data available on the Internet for finding associations among diseases, symptoms, laboratory test, and medications, etc. The proposed methodology identifies information from large collection of unstructured texts available in the form of blogs and forum posts. The method finds associations and dissociations among the diseases and symptoms by employing interesting feature selection and association rule mining techniques. The application areas include correlating the clinical information like symptoms, diseases, etc. for the development of medical expert systems. Finding negative associations among clinical features is more important as it can greatly reduce the diagnosis space. Also the spatial and temporal relations among the medical conditions are extracted. The resultant associations and dissociations have confidence level bracketed together to help a medical professional take efficient decision. The empirical evaluations, on a variety of data sets, demonstrate the pragmatic efficacy and performance efficiency of the techniques put forward in this research.
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دوست کی فرمائش

دوست کی فرمائش

بڑا افسوس ہے تیری بے وفائی کا
صدا غم رہے گا تیری اس جدائی کا

جس باغیچے کو ہم نے پرورش کیا
کسی موسم میں بھی سوکھنے نہ دیا
پھولوں کے عین شباب میں جدا کردیا
بڑا امتحان تھا میری صبر آزمائی کا

پھولوں کے نکھار نے دل میں بسیرا کیا
اندھیرا تھا دل میں سویرا کیا
جدائی کے غم نے برا حال میرا کیا
درد اٹھتا رہے گا دل پہ چوٹ لگائی کا

پھولوں کے نکھار پہ بلبلیں بھی آنے لگیں
جھرمٹ بناکے وہ گیت گانے لگیں
پھولوں پہ بیٹھ کے وہ خوشیاں منانے لگیں
بڑا دکھ ہوا پھولوں کی خوشبو چرائی کا

مالی نے کی پھولوں کی بہت ہی رکھوالی
مگر لالچ میں آکر توجہ ہٹالی
صورت حال گئی نہ اس سے سنبھالی
بڑا چرچا ہوا اس کی رسوائی کا

چاولہ سائیں پھولوں کی مہک ہے بہت نرالی
بلبلوں کو بھی مل جائے گی اک دن دیس نکالی
چمن رہ جائے گا سب خالی کا خالی
تجھے کیا ملے گا دنیا میں دل بہلائی کا

Exploring the Role of Female Successor “Amrah Bint Abd Al-Raḥmān” in Narration of Prophetic Traditions

Although several studies have investigated the contribution of Muslim women about their lives and works in large corpus of the ḥadīth sciences until now, but much are needed to be explored. Doubtlessly 'Amrah bint 'Abd al-Raḥmān had contributed to the large corpus of the ḥadīth sciences and also the core of Islamic knowledge parallel to her male counterparts. By highlighting her efforts for learning and her struggle for transmission of fundamental text, reveals how a female successor acquired exemplary reputations in her era. Particularly, her rich insight, deep knowledge in ḥadīth sciences and exemplary piety attracted students and placed parallel to her male counterparts in Islamic knowledge of her time. In sum, this study not merely sheds light upon the prolific contribution of an eminent female successor 'Amrah bint 'Abd al-Raḥmān in ḥadīth narrations, but argues that these scholarly females should be given more credit for being interacting educators and not just transmitters. Doubtlewssly, the study would be helpful to revise our understandings of Islamic knowledge during early period of Islam regarding gendered dynamics and their great contribution to dissemination and transmission of classical text and Islamic knowledge.

Characterization and Efficacy of Different Aflatoxin Detoxifying Agents

For numerous decades poultry production has increased to meet the intensified meat demand, although, changes in production practices had significant effect on the progression of health challenges. Consequently, as the production was intensified, there was increase in animal health risk, some of the utmost important health challenges are related to feed quality. The growth of filamentous fungi, aside from its deterioration, notorious because of mycotoxin production, among them aflatoxins are drastically toxic that induces significant economic losses in poultry industry, such as decreased productivity and damages on poultry’s carcass. This research study was focused to explore the detoxifying potential of natural reservoirs for aflatoxin B1. By keeping an eye on diverse potentiating naturally occurring reservoirs, O. corniculata, L. edodes, C. pyrenoidosa, C. tetraglobana and sodium bentonite were selected to use them as detoxifier against aflatoxicosis in broiler chicks. The phytochemical investigation for O. corniculata for its phytochemical constituents revealed the presence of various secondary metabolites including flavonoids, alkaloids, terpenoids, tannins, coumarins, saponins, cardiac glycosides and phlobotannins while anthraquinones were absent. Carbohydrates were present in high concentration in C. tetraglobana, while, L. edodes was found to be rich source of fiber as compared to other selected samples determined by proximate analysis. Numerous techniques were used for characterization each having unique feature like XRD, SEM, TGA, FTIR and LIBS. Experimental aflatoxin production was carried out through fermentation on basmati rice and analyzed by using HPLC. In vivo, aflatoxicosis induction in broiler chicks AFB1 (350 ppb) in basal diet. A 35 days experiment was carried out in which broiler chickens were consuming two levels of L. edodes, C. tetraglobana, O. corniculata, C. pyrenoidosa, and sodium bentonite both with and without dietary aflatoxin. In this study, at weekly intervals, the data were collected and compared as traditional measures of aflatoxicosis (growth rate, feed consumption, FCR). The results of this study demonstrate that supplementation with LE (10%), CT (1%) and CP (500 mg) provided protection against negative effects on growth performance, serum traits, antioxidant status, liver and renal damage induced by AFB1. The current research study explored the selected naturally occurring aflatoxin detoxifiers in a very comprehensive and presented another approach of their biological aspects. These results may be used as foundation or prime study for the production of mycotoxin detoxifiers with least side effects, which not only detoxify the counteracting toxin but also improve nutritional index of broiler diet. Further detailed trials are recommended including animal model and cell lines.