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Review of deep learning: concepts, CNN architectures, challenges, applications, future directions
Laith H. Alzubaidi, Jinglan Zhang, Amjad J. Humaidi et al. · Journal Of Big Data
Open access |
31 Mar 2021 |
7,920 |
| 2 |
A survey on deep learning tools dealing with data scarcity: definitions, challenges, solutions, tips, and applications
Laith H. Alzubaidi, Jinshuai Bai, Aiman Al-Sabaawi et al. · Journal Of Big Data
Open access |
14 Apr 2023 |
893 |
| 3 |
Burden of 375 diseases and injuries, risk-attributable burden of 88 risk factors, and healthy life expectancy in 204 countries and territories, including 660 subnational locations, 1990–2023: a systematic analysis for the Global Burden of Disease Study 2023
Simon I Hay et al. · The Lancet
Open access2,780 authors |
Oct 2025 |
762 |
| 4 |
A systematic review of trustworthy and explainable artificial intelligence in healthcare: Assessment of quality, bias risk, and data fusion
Ahmed Shihab Albahri, Ali M. Duhaim, Mohammed Abdulraheem Fadhel et al. · Information Fusion
ReviewOpen access |
14 Mar 2023 |
719 |
| 5 |
Role of oxidative stress in male infertility: An updated review
Ahmed T Alahmar · Journal of Human Reproductive Sciences
Open access |
2019 |
516 |
| 6 |
Global burden of 292 causes of death in 204 countries and territories and 660 subnational locations, 1990–2023: a systematic analysis for the Global Burden of Disease Study 2023
Mohsen Naghavi et al. · The Lancet
Open access2,463 authors |
Oct 2025 |
500 |
| 7 |
Groundwater level prediction using machine learning models: A comprehensive review
Tao Hai et al. · Neurocomputing
Open access |
14 Mar 2022 |
438 |
| 8 |
Global, regional, and national burden of chronic kidney disease in adults, 1990–2023, and its attributable risk factors: a systematic analysis for the Global Burden of Disease Study 2023
Patrick B Mark et al. · The Lancet
Open access597 authors |
Nov 2025 |
366 |
| 9 |
The global, regional, and national burden of cancer, 1990–2023, with forecasts to 2050: a systematic analysis for the Global Burden of Disease Study 2023
Lisa M Force et al. · The Lancet
Open access1,377 authors |
25 Sep 2025 |
330 |
| 10 |
An insight into machine learning models era in simulating soil, water bodies and adsorption heavy metals: Review, challenges and solutions
Zaher Mundher Yaseen · Chemosphere
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18 Mar 2021 |
322 |
| 11 |
Application of natural antimicrobials in food preservation: Recent views
Gaber El‐Saber Batiha, Diaa E. Hussein, Abdelazeem Mohamed Algammal et al. · Food Control
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18 Mar 2021 |
297 |
| 12 |
Streamflow prediction using an integrated methodology based on convolutional neural network and long short-term memory networks
Sujan Ghimire, Zaher Mundher Yaseen, Aitazaz A. Farooque et al. · Scientific Reports
Open access |
Sep 2021 |
293 |
| 13 |
Novel Transfer Learning Approach for Medical Imaging with Limited Labeled Data
Laith H. Alzubaidi, Muthana Al‐Amidie, Ahmed Al‐Asadi et al. · Cancers
Open access |
30 Mar 2021 |
290 |
| 14 |
Influence of channel geometry on the performance of a counter flow microchannel heat exchanger
Mushtaq I. Hasan, Abudl-Muhsin A. Rageb, Mahmood A. Yaghoubi et al. · International Journal of Thermal Sciences
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8 Feb 2009 |
259 |
| 15 |
Towards a Better Understanding of Transfer Learning for Medical Imaging: A Case Study
Laith H. Alzubaidi, Mohammed Abdulraheem Fadhel, Omran Al-Shamma et al. · Applied Sciences
Open access |
29 Jun 2020 |
256 |
| 16 |
A critical review on phase change materials (PCM) based heat exchanger: Different hybrid techniques for the enhancement
Hussein Togun, Hakim S. Sultan Aljibori, Hayder Ibrahim Mohammed et al. · Journal of Energy Storage
Open access |
22 Dec 2023 |
247 |
| 17 |
Feature Extraction Methods: A Review
Wamidh K. Mutlag, Shaker K. Ali, Zahoor M. Aydam et al. · Journal of Physics Conference Series
Conference paperOpen access |
Jul 2020 |
247 |
| 18 |
Membrane Binding Proteins of Coronaviruses
Entedar A. J. Alsaadi, Ian M. Jones · Future Virology
Open access |
Apr 2019 |
244 |
| 19 |
Green hydrogen for a sustainable future: A review of production methods, innovations, and applications
C. Anand, B. Chandraja, P. Nithiya et al. · International Journal of Hydrogen Energy
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26 Feb 2025 |
241 |
| 20 |
Investigation of Heat Transfer Enhancement in a Forward-Facing Contracting Channel Using FMWCNT Nanofluids
Mohammad Reza Safaei, Hussein Togun, Kambiz Vafai et al. · Numerical Heat Transfer Part A Applications
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11 Aug 2014 |
234 |
| 21 |
Improving streamflow prediction using a new hybrid ELM model combined with hybrid particle swarm optimization and grey wolf optimization
Rana Muhammad Adnan, Reham Reda Mostafa, Özgür Kişi et al. · Knowledge-Based Systems
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11 Aug 2021 |
220 |
| 22 |
Comprehensive systematic review of information fusion methods in smart cities and urban environments
Mohammed Abdulraheem Fadhel, Ali M. Duhaim, Ahmed Saihood et al. · Information Fusion
ReviewOpen access |
21 Feb 2024 |
217 |
| 23 |
A novel intelligent deep learning predictive model for meteorological drought forecasting
Ali Danandeh Mehr, Amir Rikhtehgar Ghiasi, Zaher Mundher Yaseen et al. · Journal of Ambient Intelligence and Humanized Computing
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23 Jan 2022 |
199 |
| 24 |
Investigation of flow and heat transfer characteristics in micro pin fin heat sink with nanofluid
Mushtaq I. Hasan · Applied Thermal Engineering
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6 Dec 2013 |
199 |
| 25 |
Statistical modeling and mechanistic pathway for methylene blue dye removal by high surface area and mesoporous grass-based activated carbon using K2CO3 activator
Ahmed Saud Abdulhameed, Nurul Nadiah Mohd Firdaus Hum, S. Rangabhashiyam et al. · Journal of environmental chemical engineering
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21 Apr 2021 |
197 |
| 26 |
Deep Learning Models for Classification of Red Blood Cells in Microscopy Images to Aid in Sickle Cell Anemia Diagnosis
Laith H. Alzubaidi, Mohammed Abdulraheem Fadhel, Omran Al-Shamma et al. · Electronics
Open access |
4 Mar 2020 |
196 |
| 27 |
Nano titanium oxide (nano-TiO2): A review of synthesis methods, properties, and applications
Chou‐Yi Hsu, Zaid Hamid Mahmoud, Sherzod Shukhratovich Abdullaev et al. · Case Studies in Chemical and Environmental Engineering
Open access |
24 Jan 2024 |
195 |
| 28 |
Experimental investigation of phase change materials for insulation of residential buildings
Mushtaq I. Hasan, Hadi O. Basher, Ahmed O. Shdhan · Sustainable Cities and Society
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13 Oct 2017 |
177 |
| 29 |
Recent Advances in Piezoelectric Wafer Active Sensors for Structural Health Monitoring Applications
Hanfei Mei, Mohammad Faisal Haider, Roshan Prakash Joseph et al. · Sensors
Open access |
18 Jan 2019 |
174 |
| 30 |
Heat transfer and fluid flow of pseudo-plastic nanofluid over a moving permeable plate with viscous dissipation and heat absorption/generation
Hamid Maleki, Mohammad Reza Safaei, Hussein Togun et al. · Journal of Thermal Analysis and Calorimetry
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21 Jul 2018 |
170 |
| 31 |
Microwave-Assisted Pyrolysis of Biomass Waste: A Mini Review
Saleem Ethaib, Rozita Omar, Siti Mazlina Mustapa Kamal et al. · Processes
Open access |
19 Sep 2020 |
166 |
| 32 |
Integration of hydrogeological data, GIS and AHP techniques applied to delineate groundwater potential zones in sandstone, limestone and shales rocks of the Damoh district, (MP) central India
Kanak N. Moharir, Chaitanya B. Pande, Vinay Kumar Gautam et al. · Environmental Research
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11 Apr 2023 |
165 |
| 33 |
Thermal performance assessment for an array of cylindrical Lithium-Ion battery cells using an Air-Cooling system
Husam Abdulrasool Hasan, Hussein Togun, Azher Mouhsen Abed et al. · Applied Energy
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8 Jun 2023 |
163 |
| 34 |
An overview of nanoparticles in drug delivery: Properties and applications
Chou‐Yi Hsu, Ahmed Mahdi Rheima, Mustafa Mohammed Kadhim et al. · South African Journal of Chemical Engineering
Open access |
21 Aug 2023 |
162 |
| 35 |
Bias-Driven Conductance Increase with Length in Porphyrin Tapes
Edmund Leary, Bart Limburg, Asma Alanazy et al. · Journal of the American Chemical Society
Open access |
12 Sep 2018 |
159 |
| 36 |
A state-of-the-art review of multilayer packaging recycling: Challenges, alternatives, and outlook
Perumal Tamizhdurai, V.L. Mangesh, S. Santhosh et al. · Journal of Cleaner Production
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27 Feb 2024 |
147 |
| 37 |
Enrichment of CD56dimKIR+CD57+ highly cytotoxic NK cells in tumour-infiltrated lymph nodes of melanoma patients
Talib Hassan Ali, Simona Pisanti, Elena Ciaglia et al. · Nature Communications
Open access |
4 Dec 2014 |
145 |
| 38 |
Hybridized artificial intelligence models with nature-inspired algorithms for river flow modeling: A comprehensive review, assessment, and possible future research directions
Tao Hai et al. · Engineering Applications of Artificial Intelligence
Open access |
3 Dec 2023 |
143 |
| 39 |
Optimizing the Performance of Breast Cancer Classification by Employing the Same Domain Transfer Learning from Hybrid Deep Convolutional Neural Network Model
Laith H. Alzubaidi, Omran Al-Shamma, Mohammed Abdulraheem Fadhel et al. · Electronics
Open access |
6 Mar 2020 |
142 |
| 40 |
Numerical simulation of laminar to turbulent nanofluid flow and heat transfer over a backward-facing step
Hussein Togun, Mohammad Reza Safaei, Rad Sadri et al. · Applied Mathematics and Computation
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14 May 2014 |
136 |
| 41 |
Preparation, characterization, viscosity, and thermal conductivity of nitrogen-doped graphene aqueous nanofluids
Mohammad Mehrali, Mohammad Mehrali, Emad Sadeghinezhad et al. · Journal of Materials Science
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9 Jul 2014 |
136 |
| 42 |
An experimental and numerical investigation of heat transfer enhancement for graphene nanoplatelets nanofluids in turbulent flow conditions
Emad Sadeghinezhad, Hussein Togun, Mohammad Mehrali et al. · International Journal of Heat and Mass Transfer
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23 Oct 2014 |
136 |
| 43 |
A comprehensive review on pulsed laser deposition technique to effective nanostructure production: trends and challenges
Adawiya J. Haider, Taif Alawsi, Mohammed J. Haider et al. · Optical and Quantum Electronics
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29 Jun 2022 |
135 |
| 44 |
Isotherms, kinetics and thermodynamic mechanism of methylene blue dye adsorption on synthesized activated carbon
Atef El Jery, Heba Saed Kariem Alawamleh, Mustafa Humam Sami et al. · Scientific Reports
Open access |
10 Jan 2024 |
132 |
| 45 |
An Efficient DDoS TCP Flood Attack Detection and Prevention System in a Cloud Environment
Aqeel Sahi, David Lai, Yan Li et al. · IEEE Access
Open access |
2017 |
132 |
| 46 |
Review on biofuel production: Sustainable development scenario, environment, and climate change perspectives − A sustainable approach
Shiv Prasad, Krishna Kumar Yadav, Sandeep Kumar et al. · Journal of environmental chemical engineering
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22 Jan 2024 |
130 |
| 47 |
Evaluating the Sensitivity, Specificity, and Accuracy of ChatGPT-3.5, ChatGPT-4, Bing AI, and Bard Against Conventional Drug-Drug Interactions Clinical Tools
Fahmi Y. Al-Ashwal, Mohammed Zawiah, Lobna F. Gharaibeh et al. · Drug Healthcare and Patient Safety
Open access |
Sep 2023 |
125 |
| 48 |
Advanced biofuel production, policy and technological implementation of nano-additives for sustainable environmental management – A critical review
Sundaram Vickram, Sivasubramanian Manikandan, Santhana Raj Deena et al. · Bioresource Technology
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11 Aug 2023 |
125 |
| 49 |
A review of the application of hybrid nanofluids in solar still energy systems and guidelines for future prospects
Ahmed Kadhim Hussein, Farhan Lafta Rashid, Mohammed Kawa Rasul et al. · Solar Energy
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26 Mar 2024 |
123 |
| 50 |
How Positive and Negative Electronic Word of Mouth (eWOM) Affects Customers’ Intention to Use Social Commerce? A Dual-Stage Multi Group-SEM and ANN Analysis
Alhamzah Alnoor, Victor Tiberius, Abbas Gatea Atiyah et al. · International Journal of Human-Computer Interaction
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29 Sep 2022 |
123 |