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Comparative study of logistic regression and artificial neural networks on predicting breast cancer cytology

<p>Currently, breast cancer is one of the most common cancers and a main reason of women death worldwide particularly in<strong> </strong>developing countries such as Iraq. our work aims to predict the type of tumor whether benign or malignant through models that were built using logistic regression and neural networks and we hope it will help doctors in detecting the type of breast tumor. Four models were set using binary logistic regression and two different types of artificial neural networks namely multilayer perceptron MLP and radial basis function RBF. Evaluation of validated and trained models was done using several performance metrics like accuracy, sensitivity, specificity, and AUC (area under receiver operating characteristic ROC).   Dataset was downloaded from UCI ml repository; it is composed of 9 attributes and 699 samples. The findings are clearly showing that the RBF NN classifier is the best in prediction of the type of breast tumors since it had recorded the highest performance in terms of correct classification rate (accuracy), sensitivity, specificity, and AUC (area under Receiver Operating Characteristic ROC) among all other models.</p>

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Publication Date
Wed Dec 29 2021
Journal Name
Journal Of Legal Sciences
Penalty for breach of responsibility for negotiations in government contracts: Comparative Study

Negotiations in administrative contracts represent an important preparatory stage in which discussions and discussions between the administrative authority and the party wishing to contract with them will be held on one of the issues related to the contract to be concluded whereby the different views of the parties of the contractual relationship are brought together to exchange or achieve common interests.

The importance  of negotiations in administrative contracts and their significant and effective role in protecting state funds. The inadequacy of Iraqi legislation in the development of an integrated legal framework for this important phase, and the many problems that appear in this stage before the conclusion of the cont

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Publication Date
Thu Jun 15 2023
Journal Name
Journal Of Legal Sciences
The Role of the Lawyer in the Administrative Lawsuit: A Comparative Study

The legislators in (France, Egypt and Syria) set controls for filing an administrative lawsuit, including the signature of the lawsuit petition by a lawyer accepted before the court, and the lawyer is committed to performing his work in accordance with the conditions of the State Council and the practice of the legal profession. And if the goal of the legislator is to achieve the public and private interest represented in observing the law and assisting the plaintiff legally, then this condition sometimes leads to individuals refraining from resorting to the judiciary because of the financial cost of registration fees and lawyers, which prompted the legislator, especially the French, to exempt several lawsuits from this condition, includ

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Publication Date
Wed Jun 15 2022
Journal Name
Journal Of Legal Sciences
The Tort Caused by the Transmission of Coronavirus Infection (A comparative study)

        The Corona pandemic has raised many repercussions on all levels and fields, and several questions have arisen, especially in the legal field, where many responsibilities arise due to the way this pandemic is dealt with, exploited by some, or neglected some obligations imposed to confrontit. Civil responsibility emerges as an important part in the scope of dealing with the effects of the Corona pandemic, as some people deliberately or negligently tend to harm others, which calls for resorting to the provisions of civil responsibility. It seems that the burden of civil responsibility falls not only on individuals, but also on private and public legal persons alike.

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Publication Date
Wed Oct 01 2008
Journal Name
Journal Of The Faculty Of Medicine Baghdad
Pre-operative anxiety in patients undergoing different types of surgery Comparative study

Background: Major life changes are among many factors that cause emotional arousal and anxiety ,and one of these changes is surgery. emotional reactions to surgery have specific
effects on the intensity and velocity as well as the process of physical disease and on the general state of wellbeing of the patient.
Aims: This study is aimed at determining the relationship between the nature, extent and severity of preoperative anxiety and different types of surgery. 
Methods: 150 patients 84 males 68 females awaiting different types of surgery at Al-Kindy teaching hospital at the period from 1st January to 1stJuly 2008 were assessed for a clinically
detected preoperative anxiety in relation to different variab

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Publication Date
Thu Aug 31 2023
Journal Name
Journal Of Legal Sciences
Conditions Related to the Nature of Hardship Necessitating Facilitation : A Comparative Study

The implementation of the rule of hardship brings facilitation requires several conditions that must be observed in order for the provisions to turn from difficulty to ease for the taxpayer, whether those conditions are related to hardship necessitating facilitation or conditions related to the person charged with hardship. Knowing this issue is extremely important, especially with regard to hardships that were not mentioned in terms of control or specification.

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Publication Date
Wed Jun 15 2022
Journal Name
Journal Of Legal Sciences
The Tort Caused by the Transmission of Coronavirus Infection (A comparative study)

The English judge while dealing with the contractual breach، takes into account an aim that the legal solution he makes consistent with justice. Such concept allows the judge to order for the specific enforcement of the debtor’s contractual obligation if the compensation was not a sufficient remedy to redress the damage resulting from that breach. However، the conditions imposed by the rules of justice and the impediments that make the technical scope of this remedy very limited in the positive aspect. And modest in his negative one '' injunction''. Despite of its complementary function among the remedies for contractual breach، specific enforcement in English law may affect legal consequences because of its unique nature، some of

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Publication Date
Thu Nov 28 2024
Journal Name
Journal Of Baghdad College Of Dentistry
An in-vitro scan electron microscope comparative study of dentine-Biodentine interface

Background: Restoration of the gingival margin of Class II cavities with composite resin continues to be problematic, especially where no enamel exists for bonding to the gingival margin. The aim of study is to evaluate the marginal leakage at enamel and cementum margin of class II MOD cavities using amalgam restoration and modern composite restorations Filtek™ P90, Filtek™ Z250 XT (Nano Hybrid Universal Restorative) and SDR bulk fill with different restoratives techniques. Materials and method: Eighty sound maxillary first premolar teeth were collected and divided into two main groups, enamel group and cementum group (40 teeth) for each group. The enamel group was prepared with standardized Class II MOD cavity with gingival margin (1 m

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Publication Date
Tue Dec 21 2021
Journal Name
Journal Of Legal Sciences
The scope of parliamentary immunity in the UAE Constitutional organization: Comparative Study

The immunity enjoyed by members of parliament is one of the most important guarantees for the performance of their parliamentary work, which protects them from threats or any reprisals against them.

There are two types of immunity:

  Objective immunity: the member does not bear any responsibility for the opinions, ideas, and statements he expresses within the council or its committees, but even outside it by some systems.

  Procedural immunity: that prevents criminal actions from being taken during or outside the session of the Council, with the approval of a body specified by the constitutions of the countries under study, but it is restricted by conditions and controls stipulated. It contains constitut

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Publication Date
Fri Dec 01 2023
Journal Name
Al-khwarizmi Engineering Journal
Working Memory Classification Enhancement of EEG Activity in Dementia: A Comparative Study

The purpose of the current investigation is to distinguish between working memory ( ) in five patients with vascular dementia ( ), fifteen post-stroke patients with mild cognitive impairment ( ), and fifteen healthy control individuals ( ) based on background electroencephalography (EEG) activity. The elimination of EEG artifacts using wavelet (WT) pre-processing denoising is demonstrated in this study. In the current study, spectral entropy ( ), permutation entropy ( ), and approximation entropy ( ) were all explored. To improve the  classification using the k-nearest neighbors ( NN) classifier scheme, a comparative study of using fuzzy neighbourhood preserving analysis with -decomposition ( ) as a dimensionality reduction technique an

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Publication Date
Wed Oct 30 2019
Journal Name
Journal Of Legal Sciences
The responsibility of the maritime agent in Iraqi legislation: A comparative study

The study of civil liability is one of the most important issues of interest in all jurisprudential, judicial and legislative direction, because of the problems and difficulties it requires. the solution requires a focused effort that sets its source, basis, scope, and control with extreme care and accuracy to achieve the right and enable the injured party to obtain fair compensation both with scope of the contractual or tort liability.

In fact, the contract of the maritime agency is what is called the comparative jurisprudence (the contract of the ship's agency) connecting between the terminals of the maritime carrier on the on hand and the maritime agent on the other hand. It is the source of responsibility of each party to the

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