Diabetes imposes a substantial public health burden; according to the International Diabetes Federation, there were about 3.4 million diabetes related deaths worldwide in 2024, and in Iraq, the Federation reports that one in nine adults lives with diabetes in 2024, with 14,683 adult deaths attributable to diabetes and a total diabetes related health expenditure of 2,078 million United States dollars. The dataset analyzed in this study contains 1,000 records collected in 2020 from two Iraqi teaching hospitals and includes multiple clinical and laboratory measurements with three outcome classes, namely Non diabetic, Pre diabetic, and Diabetic, with a low prevalence of the Pre diabetic class and an imbalanced overall class distribution; the data are challenging because they contain many outliers, non homogeneous covariance matrices across classes, exact duplicate rows that were removed before modelling, and linear correlations among certain variables. The study objective was to train and evaluate models that discriminate among the three classes and yield accurate, well calibrated predictions for future cases in similar clinical settings, but the diagnostic properties of the data limited the applicability of classical discriminant functions; therefore two supervised learners were employed: Classification and Regression Trees (CART) and Extreme Gradient Boosting (XGBoost), together with preprocessing that removed exact duplicate rows and excluded VLDL because it is algebraically derived from triglycerides in mmol per liter as VLDL equals triglycerides divided by 2.2, which would introduce redundancy and multicollinearity. On the heldout test set, XGBoost achieved higher Accuracy at 98.18 percent compared with 97.58 percent for CART and higher Balanced Accuracy at 93.84 percent compared with 88.16 percent for CART, indicating that XGBoost provided the strongest overall operating point for this three-class task while CART remains useful when simple and transparent rules are required.
Fish, like other living organisms, are susceptible to infection with a variety of parasites. Fish is almost not free of parasites, as internal and external parasites. Parasites are organisms of great importance because of their different types and multiple life cycles, they are used as evidence of environmental pollution, and the life of the host . This study dealt with the database of studies of fish parasites in Iraq. Which includes the following classes of parasites: Nematodes as Rhabdochona sp., Anisakis sp., Monogenic as Cichlidogyrus sclerosus , Dactylogyrus anchorayus, Discocotyle sagittata, Dactylogyrus arcuatus, Dactylogyrus extensus, Dactylogyrus simplex, Dactylogyrus Gussevi , Dactylogyrus inexpectatus. Ciliates as Tricho
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A total of 294 specimens of hard ticks (141 male and 153 female) were collected from dog (Canis familiaris) 22 (13 / 9) specimens, from red fox (Vulpes vulpes) 97 (45/52) specimens, from Asiatic jackal (Canis aureus) 170 (80 / 90) specimens and from wolf (Canis lupus) 5 (3/2) specimens; that were caught from the middle, western and southern regions of Iraq. The canine infected with hard ticks in different places of the body that ear, dorsal and all the body. Ticks were removed from the animals using forceps and kept in small tube containing 70% Ethanol and transported to the laboratory in the Iraq Natural History Research Center and Museum for species identification. The current study revealed to three species of hard ticks morphologically
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Waterborne parasites are primary parasites that are ubiquitous and affect humans, pets, and wildlife throughout the world. According to the World Health Organization, more than 80 human diseases transmitted by water in developing countries, 60% of the population do not have access to clean drinking water .Waterborne diseases occur worldwide, and outbreaks caused by the contamination of community water systems have the potential to cause disease in large number of consumers. This study dealt with the database of studies of waterborne parasites in Iraq. Which includes the following classes of parasites: Nematodes as Ascaris lumbericoides, Trichuris sp., Strongyloides stericorailis and Enterobius vermicularis. Cestodes as Taenia sp. and Hymeno
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Studies were conducted from 1980 to 1989 to determine the insect pests infested animal museum collections in Iraq. Twelve species of Coleoptera were recovered, eleven belonged to the Dermestidae, and one to the Tenebrionidae. Of these Anthrenus coloratus Reitt. and Phradonoma nobile (Reitt.) were the most commonest and widely distributed species. Trogoderma bactrianum Zhant. and Orphilus niger (Rossi) were recorded here for the first time in Iraq.
Examination of 241 specimens of two bee-eater species, Merops apiaster and Merops
superciliosus persicus reveal recording of Haemoproteus meropis (Zagar, 1945) emend.
Bennett, 1978 and H. manwelli Bennett, 1978 for the first time in Iraq. A new species
Haemoproteus hudaidensis sp. nov. is described. Microfilariae are also infected the two host
species. The results are discussed with the pertinent literature and the necessary comparision
of morphometric measurements of the recorded parasites with that previously reported is
provided along with a taxonomic key including the newly described haemoproteid.
The present article publishes a remarkable school text housed in the Iraq Museum, likely originating from Sargonic Adab. The text, conical in shape, contains a list of fields, each measuring 1 iku, associated with a compilation of ad hoc personal names and unexpected terms. This study discusses the text’s content, origin, date, paleography, and its unusual names or expressions. The unique text edited here is kept in the Iraq Museum under the registration number IM 221570.1 It be- longs to a large collection of confiscated documents, most of which originate from the Umma and Adab regions. The document, shaped like a cone or a barrel, measures 8 cm in diameter at its base and 17.5 cm in height, consists of fourteen columns and has suffered
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Polish Academy of Sciences
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Delays and disruption are a common issue in both community and personal building programs The problem exists all throughout the world, but it is particularly prevalent in Iraq, where millions of dollars are squandered each time as a outcome. Delays and interruptions may have serious consequences not just for Iraq's construction plans, but also for the country's economic and social status. While numerous studies have been conducted to investigate the factors driving delays and disruption in Iraqi construction projects, slight consideration has been given to by what means project management implements and approaches have affected the occurrence of project delays and disruption. After analyzing the crucial reasons for delays and instability in
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The importance of government Expenditure policy in economy come from its role leading to the mitigation and adjustment of fluctuations in macroeconomic variables caused by imbalance between aggregate demand and aggregate supply, It is associated with the efficient management of government Expenditure to reinforcement the relationship between government Expenditure and the overall economic system .
Regarding the Iraqi economy,the increasing in financial rentier after the political change in 2003 has led to finance the budgets Characterized by consumption,The government Expenditure employed to encourage government employment in services jobs, and find different channels for the distribution of
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