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Big Data Analytics in Healthcare——A Systematic Literature Review and Roadmap for Practical Implementation

IEEE/CAA Journal of Automatica Sinica 2021年第1期8卷 1-22页

作者： sohail Imran Tariq Mahmood Ahsan Morshed Timos Sellis the Faculty of Computer Science Karachi Institute of Economics and TechnologyKarachi 75190Pakistan the Faculty of Computer Science Institute of Business AdministrationKarachi 75270Pakistan the School of Engineering and Technology CQ UniversityMelbourne 3000Australia the Data Science Research Institute Swinburne University of TechnologyHawthorn 3122Australia

The advent of healthcare information management systems(HIMSs)continues to produce large volumes of healthcare data for patient care and compliance and regulatory requirements at a global *** of this big data allows for boundless potential outcomes for discovering *** data analytics(BDA)in healthcare can,for instance,help determine causes of diseases,generate effective diagnoses,enhance Qo S guarantees by increasing efficiency of the healthcare delivery and effectiveness and viability of treatments,generate accurate predictions of readmissions,enhance clinical care,and pinpoint opportunities for cost ***,BDA implementations in any domain are generally complicated and resource-intensive with a high failure rate and no roadmap or success strategies to guide the *** this paper,we present a comprehensive roadmap to derive insights from BDA in the healthcare(patient care)domain,based on the results of a systematic literature *** initially determine big data characteristics for healthcare and then review BDA applications to healthcare in academic research focusing particularly on No SQL *** also identify the limitations and challenges of these applications and justify the potential of No SQL databases to address these challenges and further enhance BDA healthcare *** then propose and describe a state-of-the-art BDA architecture called Med-BDA for healthcare domain which solves all current BDA challenges and is based on the latest zeta big data *** also present success strategies to ensure the working of Med-BDA along with outlining the major benefits of BDA applications to ***,we compare our work with other related literature reviews across twelve hallmark features to justify the novelty and importance of our *** aforementioned contributions of our work are collectively unique and clearly present a roadmap for clinical administrators,practitioners and professionals to successf

关键词： Big data analytics(BDA) big data architecture healthcare NoSQL data stores patient care roadmap systematic literature review

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A Novel One Pot Synthesis of o-Nitrophenylacetic Acid and Unexpected p-Nitrobenzoic Acid by HNO3-Mediated CHz Extrusion Reaction of Phenylacetic Acid

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Chinese Journal of Chemistry 2012年第2期30卷 353-356页

作者： sohail,Muhammad Raza,Abdul Rauf Ibn-e-Sina Block Department of ChemistryUniversity of SargodhaSargodha 40100Pakistan Department of Applied Chemistry School of Chemical Engineering and EnvironmentBeijing Institute of Technology5 South Zhongguaneun StreetHaidian DistrictBeijing 100081China

The HNO3-mediated commercially important 2-nitrophenylacetic acid. CH2 extrusion reactions product 4-nitrobenzoic of phenylacetic acid lead to acid through the formation one pot synthesis of unexpected of 4-nitropheny... 详细信息

关键词： synthetic methods regioselectivity carboxylic acid aromatic substitution industrial chemistry

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Interpretable and Adaptable Early Warning Learning Analytics Model

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Computers, Materials & Continua 2022年第5期71卷 3211-3225页

作者： Shaleeza sohail Atif Alvi Aasia Khanum The University of Newcastle Sydney2000Australia University of Management and Technology Lahore54770Pakistan Forman Christian College Lahore54600Pakistan

Major issues currently restricting the use of learning analytics are the lack of interpretability and adaptability of the machine learning models used in this *** makes it easy for the stakeholders to understand the working of these models and adaptability makes it easy to use the same model for multiple cohorts and courses in educational ***,some models in learning analytics are constructed with the consideration of interpretability but their interpretability is not ***,adaptability is not specifically considered in this *** paper presents a new framework based on hybrid statistical fuzzy theory to overcome these *** also provides explainability in the form of rules describing the reasoning behind a particular *** paper also discusses the system evaluation on a benchmark dataset showing promising *** measure of explainability,fuzzy index,shows that the model is highly *** system achieves more than 82%recall in both the classification and the context adaptation stages.

关键词： Learning analytics interpretable machine learning fuzzy systems early warning interpretability explainable artificial intelligence

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Patterns of reproduction in two sympatric gerbil species in arid Egypt

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Integrative Zoology 2009年第2期4卷 248-253页

作者： sohail SOLIMAN Eman M.MOHALLAL Department of Zoology Faculty of ScienceAin Shams UniversityAbbasiyaCairoEgypt Desert Research Centre MatariyaCairoEgypt

Despite a significant number of studies on the reproductive characteristics of small mammals,very little of this work has been conducted on species in ***,the Egyptian greater gerbil(Gerbillus pyramidum Saint-Hilaire,1825)and Anderson’s lesser Egyptian gerbil(Gerbillus andersoni De Winton,1902)in northeastern Egypt were *** behavior in these species was synchronized with rainfall in the winter and spring *** however,the removal of individual gerbils throughout the course of study resulted in an extension of reproductive activity into the dry summer and autumn months in the latter part of the *** results are discussed in the context of density-dependent reproductive behavior in small mammals.

关键词： compensation density dependent Egypt Gerbillus reproduction Sinai.

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Flow of a Jeffery-Six Constant Fluid Between Coaxial Cylinders with Heat Transfer Analysis

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Communications in Theoretical Physics 2011年第8期56卷 345-351页

作者： Muhammad Yousaf Malik Azad Hussain sohail Nadeem Department of Mathematics Quaid-i-Azam University

In the present investigation we have discussed the flow of a Jeffrey-six constant incompressible fluid between two infinite coaxial cylinders in the presence of heat transfer analysis. The governing equations of Jeffrey-six constant fluid along with energy equation have been derived in cylindrical coordinates. The highly nonlinear equations are simplified with the help of non-dimensional parameters and then solved analytically with the help of homotopy analysis method （HAM） for two fundamental flows namely Couette and Generalized Couette flow. The effects of emerging parameters are discussed through graphs. The convergence of the HAM solution has been discussed by plotting h-curves.

关键词： Jeffery-six constant fluid coaxial cylinders heat transfer analysis HAM solutions

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Analytical Treatment of an Oldroyd 8-constant Fluid Between Coaxial Cylinders with Variable Viscosity

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Communications in Theoretical Physics 2011年第11期56卷 933-938页

作者： Muhammad Yousaf Malik Azad Hussain sohail Nadeem Department of Mathematics Quaid-i-Azam University

The flow of an Oldroyd 8-constant fluid between coaxial cylinders with variable viscosity is *** heat transfer analysis is also taken into *** analytical solution of the non-linear problem is obtained usinghomotopy an... 详细信息

关键词： variable viscosity analytical solution heat transfer

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Are efforts up to the mark? A cirrhotic state and knowledge about HCV prevalence in general population of Pakistan

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Asian Pacific Journal of Tropical Medicine 2016年第6期9卷 597-598页

作者： Muhammad sohail Afzal Department of Chemistry School of Science University of Management and Technology (UMT)

Pakistan is declared a cirrhotic state by WHO because of high prevalence of Hepatitis C virus(HCV). It is proposed that there are more than 10 million infected individuals in Pakistan. Keeping in mind the scenario, one should expect to have proper surveillance system for HCV monitoring across the country not only for high risk groups but also for general population as well. Monitoring the general population is of considerable help to identify the hot spots for infection spread and will help in designing effective strategies. In this study the current available data from last 6 years is analyzed. The results showed that the range of HCV seroprevalence in general population in Pakistan varied from 3.13%-23.83%. Similarly year wise HCV prevalence showed great variation and the prevalence was 9.57%, 6.04%, 7.46%, 4.9% and 11.04% in 2010, 2011, 2012, 2013 and 2014 respectively. The current analysis declared that available data is not sufficient and is not presenting the original picture of the situation. On these basis, a proper surveillance system is proposed across the country to get an actual picture of the infection for better management in future and massive community education programmes should be warranted in identified hot spots across the country.

关键词： HCV General population Prevalence Community education Pakistan

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Fingerprint matching,spoof and liveness detection:classification and literature review

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Frontiers of Computer Science 2021年第1期15卷 179-196页

作者： Syed Farooq ALI Muhammad Aamir KHAN Ahmed sohail ASLAM Department of Software Engineering University of Management and TechnologyLahore 54770Pakistan Department of Informatics and Systems University of Management and TechnologyLahore 54770Pakistan Department of Computer Science University of Management and TechnologyLahore 54770Pakistan

Fingerprint matching,spoof mitigation and liveness detection are the trendiest biometric techniques,mostly because of their stability through life,uniqueness and their least risk of *** recent decade,several techniques are presented to address these challenges over well-known *** study provides a comprehensive review on the fingerprint algorithms and techniques which have been published in the last few *** divides the research on fingerprint into nine different approaches including feature based,fuzzy logic,holistic,image enhancement,latent,conventional machine learning,deep learning,template matching and miscellaneous *** these,deep learning approach has outperformed other approaches and gained significant attention for future *** reviewing fingerprint literature,it is historically divided into four eras based on 106 referred papers and their cumulative citations.

关键词： computer society template matching fingerprint recognition survey deep learning machine learning

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Deep tissue imaging by enhanced photon collection

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Journal of Innovative Optical Health Sciences 2014年第5期7卷 136-144页

作者： Viera Crosignani sohail Jahid Alexander Dvornikov Enrico Gratton Department of Biomedical Engineering University of California at IrvineIrvine CA 92697-2715USA

We have developed a two-photon fluorescence microscope capable of imaging up to 4mm inturbid media with micron *** key feature of this instrument is the innovative de-tector,capable of collecting emission photons from a wider surface area of the sample thandetectors in traditional two-photon *** detection scheme is extremely efficient inthe collection of emitted photons scattered by turbid media which allows eight fold increase in theimaging depth when compared with conventional two-photon ***,thissystem also has in-depth fluorescence lifetime imaging microscopy(FLiM)imaging capabilitywhich increases image *** detection scheme captures emission light in a transmissionconfiguration,making it extremely efficient for the detection of second harmonic generation(SHG)signals,which is generally forward *** we present imaging experiments oftissue phantoms and in vivo and ea vivo biological tissue performed with this microscope.

关键词： Deep tissue microscopy fluorescence SHG FLIM

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Hall Effect on Falkner–Skan Boundary Layer Flow of FENE-P Fluid over a Stretching Sheet

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Communications in Theoretical Physics 2016年第11期65卷 547-554页

作者： Khadija Maqbool Ayesha sohail Naeema Manzoor Rahmat Ellahi Department of Mathematics&Statistics FBASIIUIIslamabadPakistan Department of Mathematics Comsats Institute of Information TechnologyLahorePakistan Department of Mechanical Engineering University of California RiversideUSA

The Falkner-Skan boundary layer steady flow over a fiat stretching sheet is investigated in this paper. The mathematical model consists of continuity and the momentum equations, while a new model is proposed for MHD Finitely Extensible Nonlinear Elastic Peterlin （FENE-P） fluid. The effects of Hall current with the variation of intensity of non-zero pressure gradient are taken into account. The governing partial differential equations are first transformed to ordinary differential equations using appropriate similarity transformation and then solved by Adomian decomposition method （ADM）. The obtained results are validated by generalized collocation method （GCM） and found to be in good agreement. Effects of pertinent parameters are discussed through graphs and tables. Comparison with the existing studies is made as a limiting case of the considered problem at the end.

关键词： FENE-P fluid MHD Hall effect viscoelastic fluid stretching sheet skin friction

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