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bsj-8340
Deep Learning Techniques in the Cancer-Related Medical Domain: A Transfer Deep Learning Ensemble Model for Lung Cancer Prediction
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Problem: Cancer is regarded as one of the world's deadliest diseases. Machine learning and its new branch (deep learning) algorithms can facilitate the way of dealing with cancer, especially in the field of cancer prevention and detection. Traditional ways of analyzing cancer data have their limits, and cancer data is growing quickly. This makes it possible for deep learning to move forward with its powerful abilities to analyze and process cancer data. Aims: In the current study, a deep-learning medical support system for the prediction of lung cancer is presented. Methods: The study uses three different deep learning models (EfficientNetB3, ResNet50 and ResNet101) with the transfer learning concept. The three models are trained using a CT lung cancer dataset consisting of 1000 images and four different classes. The data augmentation process is applied to prevent overfitting, increase the size of the data, and enhance the training process. Score-level fusion and ensemble learning are also used to get the best performance and solve the low accuracy problem. All models were evaluated using accuracy, precision, recall, and the F1-score. Results: Experiments show the high performance of the ensemble model with 99.44% accuracy, which is better than all of the current state-of-the art methodologies. Conclusion: The current study's findings demonstrate the high accuracy and robustness of the proposed ensemble transfer deep learning using various transfer learning models

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Publication Date
Sat Jan 04 2020
Journal Name
عين شمس
العدد الإيقاعي بحث في مفهوم الكم والزمن في فلسفة الايقاع
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Publication Date
Wed Nov 14 2018
Journal Name
Arab Science Heritage Journal
الوعظ الوعظ في العصر الاموي وأثره في الجوانب الإدارية والسياسية
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This research is an attempt 0f discovering an advice and mention kinds of politics  with administration sides through the Umayyad  era in the way of showing it which had directed to successors and princes in the state , whereas this subject did not take the chance , as historian research which dealt with this advice through the continuous period after the early Islam and Umayyad era

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Publication Date
Thu Feb 07 2019
Journal Name
Journal Of The College Of Education For Women
دور قبیلة بجیلة في التاریخ العربي الإسلامي في العصر الأموي
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The Bajilian had their important part in the first civilian war between
Muslims. Whether they were against the Umayyad caliphate or with it, who
were small in number, but they had their important part in that actions.
The Bajilian who were against the umayyad caliphate had an important
role in the fall of Umayyad monarchy.
The tribe connections between the bajilians were stronger than their
political differences, which had influnces in that time. The bajilians who were
in muawiya palace were a good diffencer for the bajilian who were in the side
of the caliph ali. They managed to be their medicater in the muawiya palace. 

There were big efforts giving by others in order to decrease the bajilian
eff

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Publication Date
Tue Jan 12 2021
Journal Name
Arab Science Heritage Journal
أثر التصوير العربي والصيني في فن التصوير الإيلخاني في إيران
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     The manuscript depictions of the Ilkhanate era in Iran reflect the cultural and artistic dialogue approach that prevailed in that period ,when a movement of openness to literature from different sources occurred, which led to the emergence of new features

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Publication Date
Mon Jun 01 2020
Journal Name
المؤتمر الدولًي التخصصًي فًي المعلومات والمكتبات (التنظٌم المعرفًي والبيئة الرقمٌية)
الفهارس الالكترونية الموحدة وتطبيقاتها في المكتبات المركزية في الجامعات العراقية
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تهدف الدراسة الى معرفة مدى اشتراك المكتبات المركزية للجامعات العراقية في الفهارس الالكترونية الموحدة فضلا عن التعريف بالفهرس العراقي الموحد والصعوبات التي تواجه المكتبات المركزية في الانضمام اليه والعمل على ايجاد الحلول المناسبة لكي يكون هذا العمل خطوة جادة وفعالة نحو الاشتراك في الفهرس العربي الموحد ، والتعريف بالفهرس العربي الموحد وبيان محاولات المكتبات العراقية المشاركة به قديما وحديثاً ، واعتمدت

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Publication Date
Mon Feb 04 2019
Journal Name
Journal Of The College Of Education For Women
دور قبیلة ربیعة في تاریخ المشرق في العصر الراشدي والأموي
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Rabi’a played an important part in the conquer of the east. This tribe had
asked to conquer the fareway provinces, in spite of these difficulties, Rabi’a
did that and settled in.
This tribe was among the opposition of the Umayyad caliphate in the east,
because this tribe thinks that the caliphate was with the Mudhariyat and
Qaisiat tribes who were their enemies.
In spite of that, they were very limited cases in which Rabi’a was the
adherence of the caliphate against her enemies like Al-Harith b. Surieg , and
were against Qutaiba b. Muslim al- Bahily.
Rabi’a assisted Amr b. Muslim movement against the Umayyad governor
Qutaibe, because the later wanted to sent her faraway from Mawara al- Nahar.
Rabi

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Publication Date
Tue Nov 13 2018
Journal Name
Arab Science Heritage Journal
الوعظ الوعظ في العصر الاموي وأثره في الجوانب الإدارية والسياسية
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This research is an attempt 0f discovering an advice and mention kinds of politics  with administration sides through the Umayyad  era in the way of showing it which had directed to successors and princes in the state , whereas this subject did not take the chance , as historian research which dealt with this advice through the continuous period after the early Islam and Umayyad era

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Publication Date
Sat Jan 01 2022
Journal Name
مجلة القانون للدراسات والبحوث القانونية
كفالة الحق في الملكية الخاصة في اطار فرض ضريبة العرصات
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ان الضريبة المفروضة على المكلف يجب ان لا تكون قيدا على حق الملكية الخاصة

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Publication Date
Thu Feb 07 2019
Journal Name
Journal Of The College Of Education For Women
آیات النصح والإرشاد في الأخلاق في سورة البقرة ( دراسة وتحلیل )
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This Research on (Ayat of Advice and Guidance of Morals
Included in Sorat Al-Baqara) is a study for the virtual of Ayat
dealing with advice and guidance.
The importance of this research title comes from the study of
the Holy Quran from one side and the importance of advice and
guidance from the other side, besides, we are truly in need for
such study in our life.

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Publication Date
Sat Jul 10 2004
Journal Name
مجلة جامعة سومر للعلوم الانسانية
الاليات الدولية لحماية الطفل في الازمات واثرها في التشريعات العراقية
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الأطفال هم قادة المستقبل، بل هم المستقبل ذاته، وهم الأمل المنتظر لبناء وطن كريم. لذلك، من الضروري أن ينشأ الطفل في بيئة آمنة تتيح له اللعب والنمو والتعلم، إلى جانب حصوله على نصيب وافٍ من الاهتمام والرعاية. ومع ذلك، فإن ما لا يقل عن ربع أطفال العالم لا يتمتعون بالعديد من الحقوق الأساسية. وبالنسبة لأطفال العراق، الذين أنهكتهم الحروب والأزمات، فإن معاناتهم تبدو أكثر قسوة وفقًا للعديد من الدراسات والتقارير. شهد ا

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