Type of Tomato Classification Using Deep Learning

Abstract: Tomatoes are part of the major crops in food security. Tomatoes are plants grown in temperate and hot regions of South American origin from Peru, and then spread to most countries of the world. Tomatoes contain a lot of vitamin C and mineral salts, and are recommended for people with constipation, diabetes and patients with heart and body diseases. Studies and scientific studies have proven the importance of eating tomato juice in reducing the activity of platelets in diabetics, which helps in protecting them from developing deadly blood clots. A tomato classification approach is presented with a data set containing approximately 5,266 images with 7 species belonging to tomatoes. The Neural Network Algorithms (CNN), a deep learning technique applied widely in image recognition, is used for this task

Unlocking Literary Insights: Predicting Book Ratings with Neural Networks

Abstract: This research delves into the utilization of Artificial Neural Networks (ANNs) as a powerful tool for predicting the overall ratings of books by leveraging a diverse set of attributes. To achieve this, we employ a comprehensive dataset sourced from Goodreads, enabling us to thoroughly examine the intricate connections between the different attributes of books and the ratings they receive from readers. In our investigation, we meticulously scrutinize how attributes such as genre, author, page count, publication year, and reader reviews influence a book's overall rating. Through rigorous analysis and experimentation, we construct an advanced ANN model tailored for predictive analysis in the realm of book ratings. The outcomes of our study reveal the remarkable potential of ANNs in this domain. The ANN model exhibits an impressive level of accuracy when it comes to forecasting book ratings, underlining the efficacy and promise of artificial neural networks in enhancing our understanding and prediction of book evaluations. This research opens up new avenues for leveraging machine learning techniques to gain deeper insights into the dynamics of book ratings and reader preferences

The Impact of the Governance of Private Universities in Building Partnership with NGOs Operating in Gaza Strip

The aim of the research is to demonstrate the impact of private universities' governance in building partnership with NGOs operating in Gaza Strip. The researchers used the descriptive analytical method, and the research population consists of employees in the universities in Gaza Strip. It was applied on the University of Palestine and the University of Gaza. A random sample of (57) employees was selected and (52) responses were obtained with a rate of (91.2%). The results of the study showed that the level of availability of the principles of governance in the universities in Gaza Strip from the point of view of employees was high. The relative weight of private universities was 67%. The order of principles is as follows: (laws and regulations, academic freedom, accounting and accountability, board responsibilities, the rights of all stakeholders, transparency and disclosure). The results showed that the level of partnership in private universities from the point of view of employees was high. The relative weight of private universities was 74.5%. The results of the study also showed that there is a statistically significant relationship at the level of (α≤0.0.05) between governance in all its dimensions and strengthening the partnership between universities and NGOs. The study concluded with a set of recommendations, the most important of which is the necessity to work on the interest and benefit from the principles of governance available in the private universities in the Gaza Strip through the preparation of a document for the university governance which includes the identification of the tasks, processes and responsibilities assigned to each member, and the need to increase the level of partnership between private universities on the one hand and community organizations on the other hand, as well as the need to follow up the Ministry of Education to the extent to which universities in Palestine adhere to the principles and rules of governance. Oblige all institutions to disclose and transparency standards and to present the outcomes of their work to the beneficiaries of these services. The establishment of a special unit for partnership and community development, which will support the positive relationship between the university and community institutions. Work to remove all obstacles that limit the partnership between universities and community organizations, the most important of which is the limited powers granted to universities and the weak funding allocated to partnerships where the Ministry of Education and Higher Education can support projects based on partnership, as well as the need to link between production centers and the needs of the community through the development of a clear plan, the philosophy, goals and criteria of partnership with the participation of all parties

Artificial Neural Network for Predicting Car Performance Using JNN

In this paper an Artificial Neural Network (ANN) model was used to help cars dealers recognize the many characteristics of cars, including manufacturers, their location and classification of cars according to several categories including: Buying, Maint, Doors, Persons, Lug_boot, Safety, and Overall. ANN was used in forecasting car acceptability. The results showed that ANN model was able to predict the car acceptability with 99.12 %. The factor of Safety has the most influence on car acceptability evaluation. Comparative study method is suitable for the evaluation of car acceptability forecasting, can also be extended to all other areas

Governance of Public Universities and Their Role in Promoting Partnership with Non-Governmental Institutions

The aim of the research is to demonstrate the role of public universities in promoting partnership with non-governmental organizations in Gaza Strip from the point of view of employees in public universities. The researcher used the descriptive analytical method. The research community consisted of the employees of the Islamic University and Al-Azhar University. The study tool was a questionnaire applied to a simple random sample of employees. A questionnaire was obtained by 228 responses with a recovery rate of 94.2%. The study concluded that there is a statistically significant relationship between governance in all its dimensions (laws and regulations, academic freedom, accounting and accountability, the responsibilities of the board of directors, the rights of all the beneficiaries, transparency and disclosure) and strengthening the partnership between universities and civil society organizations. The study reached a number of recommendations, the most important of which is the need to work on applying the principles of governance, especially after the world has recently witnessed environmental, social and economic phenomena that have clearly affected the financial and administrative performance of many international institutions. The need to focus on human resources and their knowledge of the rules and principles of governance in addition to providing them with all the latest developments and scientific information in this area, and that the departments of universities focused on training programs, seminars and seminars specialized in governance, and the integration of some specialized scientific materials of governance in the courses taught by the scientific

Self-Reflections in a Personal Space: Investigating the Process of Self-Portrait Painting by Academic Research

The purpose of this practice-based paper is to investigate the artistic reflections and self-aesthetics into the process of artwork making. Every stage of this process represents a particular significance from the initial stage to the finishing stage. Furthermore, this exploration aims to develop the employment of practical research in the field of Visual Arts on personal, communal and institutional levels. In this exploration, the methodology is the vehicle that transforms the research into reality. Making the artwork itself is the methodology, and this process is the primary reference of the present research. Therefore, the author presents the synthesis of the artwork making rather than the analysis of its aftermath, the focus in this context is the construction of the artwork. This is the result of this research, the artwork itself. Regarding the employability aspects of this approach, it involves the practitioners and researchers in the fields of the visual arts toward further realizations of the actual creative process. This employability takes place into the signs of progress on different levels through academic and artistic practices in schools, universities as well as higher learning and teaching institutions. The present practical paper is significant because it investigates reflections of the cultural identity as well as the narratives of personal memory into academic research. In the multicultural present temporality, research-oriented artists highlight the diversity of their societies and represent significantly personal aesthetics as themes in their artworks. This approach would elevate the mutual understanding among people from different aesthetical backgrounds; people's trends enhance multicultural perceptions, harmony, and coexistence. In addition, artists in this regard illustrate such an approach in their visual art when they compose practice and research with the symbolic content, which reflects social motives. Artists practice such art to critique the violent content in communication media and educate people that media may fake reality to create more audience and viewers. This study focused on the significance of subjective representations in contemporary arts, and the impact of such representations on the mutual understanding among people of multicultural societies. Keywords: Contemporary Art Practice, Studio-Based Methodology, Practice-Based Research, Hybrid Painting Techniques, Multimedia, Mixed media, Photography. DOI: 10.7176/JEP/11-12-18 Publication date: April 30th 202

People’s Reflections in the City: Exploring the Painting Practices of Figurative Expressionism by Academic Research

This paper is a practical outcome of a multidisciplinary research project conducted by the authors on the contemporary and modern practices of the Improvisation in Arts. All the authors are research-oriented practitioners in the fields of visual arts, performance arts, multimedia, Information and communication technologies as well as vocational training. Furthermore, the drawings, paintings, and sketches are all made by the correspondent author Assistant Professor Dr. Mohammed Baker Mohammed Al-Abbas as part of his research-oriented artistic practice through the hybrid painting techniques. Abstract The present studio-based paper aims to explore the creative reflections of the aesthetics of otherness within the practical phases of the painting production. This paper represents an experimental endeavor to create a two-dimensional artwork, which is a hybrid painting technique on canvas with mixed media and acrylic paints. Within such a specific practice-based context, each phase of this practical approach outlines a critical significance from the first phase of creating that painting to the completing phase. The practical methodology is the tool that converts the researcher's/artist's vision into creative academic production. The process of creating the painting on the canvas is the methodology; such manner turns to be a primary reference for the present exploration. There is a significant paradigm in this approach, which focuses on the artwork as a morphological creature being created by the researcher/artist rather than a consequent result that only exists as a finished/complete/polished outcome. The outcome of this research is the record of the artwork production itself. This record presents visual references of the artwork progress as well as a textual reflective narrative to describe this process with written words. This research-oriented artistic attempt introduces the artists and researchers in the domains of the Fine Arts to integrate the process of art-making into the methodologies of academic research. It is an academic text, reflective text as well as sequential images recording the artwork making. This studio-based experimentation is significant because it examines the aesthetics of the otherness into the expressive figurative abstraction in painting. Furthermore, the impact of such a studio-based approach manifests on advancing applications of the artistic oriented research in the field of Fine Arts globally on curatorial and academic levels. Keywords: Contemporary Art Practice, Studio-Based Methodology, Practice-Based Research, Hybrid Painting Techniques, Multimedia, Mixed media, Photography DOI: 10.7176/JEP/11-10-08 Publication date: April 30th 202

Global age-sex-specific mortality, life expectancy, and population estimates in 204 countries and territories and 811 subnational locations, 1950–2021, and the impact of the COVID-19 pandemic: a comprehensive demographic analysis for the Global Burden of Disease Study 2021

Background: Estimates of demographic metrics are crucial to assess levels and trends of population health outcomes. The profound impact of the COVID-19 pandemic on populations worldwide has underscored the need for timely estimates to understand this unprecedented event within the context of long-term population health trends. The Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) 2021 provides new demographic estimates for 204 countries and territories and 811 additional subnational locations from 1950 to 2021, with a particular emphasis on changes in mortality and life expectancy that occurred during the 2020–21 COVID-19 pandemic period. Methods: 22 223 data sources from vital registration, sample registration, surveys, censuses, and other sources were used to estimate mortality, with a subset of these sources used exclusively to estimate excess mortality due to the COVID-19 pandemic. 2026 data sources were used for population estimation. Additional sources were used to estimate migration; the effects of the HIV epidemic; and demographic discontinuities due to conflicts, famines, natural disasters, and pandemics, which are used as inputs for estimating mortality and population. Spatiotemporal Gaussian process regression (ST-GPR) was used to generate under-5 mortality rates, which synthesised 30 763 location-years of vital registration and sample registration data, 1365 surveys and censuses, and 80 other sources. ST-GPR was also used to estimate adult mortality (between ages 15 and 59 years) based on information from 31 642 location-years of vital registration and sample registration data, 355 surveys and censuses, and 24 other sources. Estimates of child and adult mortality rates were then used to generate life tables with a relational model life table system. For countries with large HIV epidemics, life tables were adjusted using independent estimates of HIV-specific mortality generated via an epidemiological analysis of HIV prevalence surveys, antenatal clinic serosurveillance, and other data sources. Excess mortality due to the COVID-19 pandemic in 2020 and 2021 was determined by subtracting observed all-cause mortality (adjusted for late registration and mortality anomalies) from the mortality expected in the absence of the pandemic. Expected mortality was calculated based on historical trends using an ensemble of models. In location-years where all-cause mortality data were unavailable, we estimated excess mortality rates using a regression model with covariates pertaining to the pandemic. Population size was computed using a Bayesian hierarchical cohort component model. Life expectancy was calculated using age-specific mortality rates and standard demographic methods. Uncertainty intervals (UIs) were calculated for every metric using the 25th and 975th ordered values from a 1000-draw posterior distribution. Findings: Global all-cause mortality followed two distinct patterns over the study period: age-standardised mortality rates declined between 1950 and 2019 (a 62·8% [95% UI 60·5–65·1] decline), and increased during the COVID-19 pandemic period (2020–21; 5·1% [0·9–9·6] increase). In contrast with the overall reverse in mortality trends during the pandemic period, child mortality continued to decline, with 4·66 million (3·98–5·50) global deaths in children younger than 5 years in 2021 compared with 5·21 million (4·50–6·01) in 2019. An estimated 131 million (126–137) people died globally from all causes in 2020 and 2021 combined, of which 15·9 million (14·7–17·2) were due to the COVID-19 pandemic (measured by excess mortality, which includes deaths directly due to SARS-CoV-2 infection and those indirectly due to other social, economic, or behavioural changes associated with the pandemic). Excess mortality rates exceeded 150 deaths per 100 000 population during at least one year of the pandemic in 80 countries and territories, whereas 20 nations had a negative excess mortality rate in 2020 or 2021, indicating that all-cause mortality in these countries was lower during the pandemic than expected based on historical trends. Between 1950 and 2021, global life expectancy at birth increased by 22·7 years (20·8–24·8), from 49·0 years (46·7–51·3) to 71·7 years (70·9–72·5). Global life expectancy at birth declined by 1·6 years (1·0–2·2) between 2019 and 2021, reversing historical trends. An increase in life expectancy was only observed in 32 (15·7%) of 204 countries and territories between 2019 and 2021. The global population reached 7·89 billion (7·67–8·13) people in 2021, by which time 56 of 204 countries and territories had peaked and subsequently populations have declined. The largest proportion of population growth between 2020 and 2021 was in sub-Saharan Africa (39·5% [28·4–52·7]) and south Asia (26·3% [9·0–44·7]). From 2000 to 2021, the ratio of the population aged 65 years and older to the population aged younger than 15 years increased in 188 (92·2%) of 204 nations. Interpretation: Global adult mortality rates markedly increased during the COVID-19 pandemic in 2020 and 2021, reversing past decreasing trends, while child mortality rates continued to decline, albeit more slowly than in earlier years. Although COVID-19 had a substantial impact on many demographic indicators during the first 2 years of the pandemic, overall global health progress over the 72 years evaluated has been profound, with considerable improvements in mortality and life expectancy. Additionally, we observed a deceleration of global population growth since 2017, despite steady or increasing growth in lower-income countries, combined with a continued global shift of population age structures towards older ages. These demographic changes will likely present future challenges to health systems, economies, and societies. The comprehensive demographic estimates reported here will enable researchers, policy makers, health practitioners, and other key stakeholders to better understand and address the profound changes that have occurred in the global health landscape following the first 2 years of the COVID-19 pandemic, and longer-term trends beyond the pandemic

Global, regional, and national cancer incidence, mortality, years of life lost, years lived with disability, and disability-Adjusted life-years for 29 cancer groups, 1990 to 2017 : A systematic analysis for the global burden of disease study

Importance: Cancer and other noncommunicable diseases (NCDs) are now widely recognized as a threat to global development. The latest United Nations high-level meeting on NCDs reaffirmed this observation and also highlighted the slow progress in meeting the 2011 Political Declaration on the Prevention and Control of Noncommunicable Diseases and the third Sustainable Development Goal. Lack of situational analyses, priority setting, and budgeting have been identified as major obstacles in achieving these goals. All of these have in common that they require information on the local cancer epidemiology. The Global Burden of Disease (GBD) study is uniquely poised to provide these crucial data. Objective: To describe cancer burden for 29 cancer groups in 195 countries from 1990 through 2017 to provide data needed for cancer control planning. Evidence Review: We used the GBD study estimation methods to describe cancer incidence, mortality, years lived with disability, years of life lost, and disability-Adjusted life-years (DALYs). Results are presented at the national level as well as by Socio-demographic Index (SDI), a composite indicator of income, educational attainment, and total fertility rate. We also analyzed the influence of the epidemiological vs the demographic transition on cancer incidence. Findings: In 2017, there were 24.5 million incident cancer cases worldwide (16.8 million without nonmelanoma skin cancer [NMSC]) and 9.6 million cancer deaths. The majority of cancer DALYs came from years of life lost (97%), and only 3% came from years lived with disability. The odds of developing cancer were the lowest in the low SDI quintile (1 in 7) and the highest in the high SDI quintile (1 in 2) for both sexes. In 2017, the most common incident cancers in men were NMSC (4.3 million incident cases); tracheal, bronchus, and lung (TBL) cancer (1.5 million incident cases); and prostate cancer (1.3 million incident cases). The most common causes of cancer deaths and DALYs for men were TBL cancer (1.3 million deaths and 28.4 million DALYs), liver cancer (572000 deaths and 15.2 million DALYs), and stomach cancer (542000 deaths and 12.2 million DALYs). For women in 2017, the most common incident cancers were NMSC (3.3 million incident cases), breast cancer (1.9 million incident cases), and colorectal cancer (819000 incident cases). The leading causes of cancer deaths and DALYs for women were breast cancer (601000 deaths and 17.4 million DALYs), TBL cancer (596000 deaths and 12.6 million DALYs), and colorectal cancer (414000 deaths and 8.3 million DALYs). Conclusions and Relevance: The national epidemiological profiles of cancer burden in the GBD study show large heterogeneities, which are a reflection of different exposures to risk factors, economic settings, lifestyles, and access to care and screening. The GBD study can be used by policy makers and other stakeholders to develop and improve national and local cancer control in order to achieve the global targets and improve equity in cancer care. © 2019 American Medical Association. All rights reserved.Peer reviewe

Global incidence, prevalence, years lived with disability (YLDs), disability-adjusted life-years (DALYs), and healthy life expectancy (HALE) for 371 diseases and injuries in 204 countries and territories and 811 subnational locations, 1990–2021: a systematic analysis for the Global Burden of Disease Study 2021

Background: Detailed, comprehensive, and timely reporting on population health by underlying causes of disability and premature death is crucial to understanding and responding to complex patterns of disease and injury burden over time and across age groups, sexes, and locations. The availability of disease burden estimates can promote evidence-based interventions that enable public health researchers, policy makers, and other professionals to implement strategies that can mitigate diseases. It can also facilitate more rigorous monitoring of progress towards national and international health targets, such as the Sustainable Development Goals. For three decades, the Global Burden of Diseases, Injuries, and Risk Factors Study (GBD) has filled that need. A global network of collaborators contributed to the production of GBD 2021 by providing, reviewing, and analysing all available data. GBD estimates are updated routinely with additional data and refined analytical methods. GBD 2021 presents, for the first time, estimates of health loss due to the COVID-19 pandemic. Methods: The GBD 2021 disease and injury burden analysis estimated years lived with disability (YLDs), years of life lost (YLLs), disability-adjusted life-years (DALYs), and healthy life expectancy (HALE) for 371 diseases and injuries using 100 983 data sources. Data were extracted from vital registration systems, verbal autopsies, censuses, household surveys, disease-specific registries, health service contact data, and other sources. YLDs were calculated by multiplying cause-age-sex-location-year-specific prevalence of sequelae by their respective disability weights, for each disease and injury. YLLs were calculated by multiplying cause-age-sex-location-year-specific deaths by the standard life expectancy at the age that death occurred. DALYs were calculated by summing YLDs and YLLs. HALE estimates were produced using YLDs per capita and age-specific mortality rates by location, age, sex, year, and cause. 95% uncertainty intervals (UIs) were generated for all final estimates as the 2·5th and 97·5th percentiles values of 500 draws. Uncertainty was propagated at each step of the estimation process. Counts and age-standardised rates were calculated globally, for seven super-regions, 21 regions, 204 countries and territories (including 21 countries with subnational locations), and 811 subnational locations, from 1990 to 2021. Here we report data for 2010 to 2021 to highlight trends in disease burden over the past decade and through the first 2 years of the COVID-19 pandemic. Findings: Global DALYs increased from 2·63 billion (95% UI 2·44–2·85) in 2010 to 2·88 billion (2·64–3·15) in 2021 for all causes combined. Much of this increase in the number of DALYs was due to population growth and ageing, as indicated by a decrease in global age-standardised all-cause DALY rates of 14·2% (95% UI 10·7–17·3) between 2010 and 2019. Notably, however, this decrease in rates reversed during the first 2 years of the COVID-19 pandemic, with increases in global age-standardised all-cause DALY rates since 2019 of 4·1% (1·8–6·3) in 2020 and 7·2% (4·7–10·0) in 2021. In 2021, COVID-19 was the leading cause of DALYs globally (212·0 million [198·0–234·5] DALYs), followed by ischaemic heart disease (188·3 million [176·7–198·3]), neonatal disorders (186·3 million [162·3–214·9]), and stroke (160·4 million [148·0–171·7]). However, notable health gains were seen among other leading communicable, maternal, neonatal, and nutritional (CMNN) diseases. Globally between 2010 and 2021, the age-standardised DALY rates for HIV/AIDS decreased by 47·8% (43·3–51·7) and for diarrhoeal diseases decreased by 47·0% (39·9–52·9). Non-communicable diseases contributed 1·73 billion (95% UI 1·54–1·94) DALYs in 2021, with a decrease in age-standardised DALY rates since 2010 of 6·4% (95% UI 3·5–9·5). Between 2010 and 2021, among the 25 leading Level 3 causes, age-standardised DALY rates increased most substantially for anxiety disorders (16·7% [14·0–19·8]), depressive disorders (16·4% [11·9–21·3]), and diabetes (14·0% [10·0–17·4]). Age-standardised DALY rates due to injuries decreased globally by 24·0% (20·7–27·2) between 2010 and 2021, although improvements were not uniform across locations, ages, and sexes. Globally, HALE at birth improved slightly, from 61·3 years (58·6–63·6) in 2010 to 62·2 years (59·4–64·7) in 2021. However, despite this overall increase, HALE decreased by 2·2% (1·6–2·9) between 2019 and 2021. Interpretation: Putting the COVID-19 pandemic in the context of a mutually exclusive and collectively exhaustive list of causes of health loss is crucial to understanding its impact and ensuring that health funding and policy address needs at both local and global levels through cost-effective and evidence-based interventions. A global epidemiological transition remains underway. Our findings suggest that prioritising non-communicable disease prevention and treatment policies, as well as strengthening health systems, continues to be crucially important. The progress on reducing the burden of CMNN diseases must not stall; although global trends are improving, the burden of CMNN diseases remains unacceptably high. Evidence-based interventions will help save the lives of young children and mothers and improve the overall health and economic conditions of societies across the world. Governments and multilateral organisations should prioritise pandemic preparedness planning alongside efforts to reduce the burden of diseases and injuries that will strain resources in the coming decades. Funding: Bill & Melinda Gates Foundation