Retraction
Machine Learning-Based Automated Diagnostic Systems Developed for Heart Failure Prediction Using Different Types of Data Modalities: A Systematic Review and Future Directions
Paper Information
Record ID:
50813
Publication Date:
February 03, 2022
Retraction Date:
August 09, 2023
(2.3 years years ago)
Subjects:
Institutions:
- Aging Research Center, Karolinska Institutet, Sweden
- Department of Electrical Engineering, University of Science and Technology Bannu, Pakistan
- Department of Electronics, University of Buner, Buner, Pakistan
- School of Engineering and Applied Sciences, Isra University Islamabad Campus, Pakistan
- School of Engineering, University of Development Studies, Tamale, Ghana
- School of Computer Science and Engineering, University of Electronic Science and Technology of China (UESTC), Chengdu, China
- Department of Computer Science, University of Science and Technology Bannu, Pakistan
Countries:
Article Type:
Publisher:
Hindawi
Open Access:
Yes
DOI:
PubMed ID:
Retraction PubMed ID:
Retraction Details
Retraction Reasons:
- Concerns/Issues About Data
- Concerns/Issues about Results and/or Conclusions
- Concerns/Issues about Referencing/Attributions
- Concerns/Issues with Peer Review
- Investigation by Journal/Publisher
- Investigation by Third Party
- Paper Mill
- Computer-Aided Content or Computer-Generated Content
- Unreliable Results and/or Conclusions
Nature of Retraction:
Retraction
Retraction Notice:
10.1155/2023/9849173Citations (64)
64
Total Citations30
Post-Retraction(46.9%)
34
Pre-Retraction0
Same DayPost-Retraction Citation Analysis
1
Within 30 days
25
Within 1 year
0
After 2+ years
601
Days since retraction (latest)
A Survey on Machine Learning Techniques for Heart Disease Prediction
Prof.Pratima Shinde -, Mahesh Sanghavi, Tien Anh Tran
SN Computer Science
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601 days after retraction
Renyi Entropy Predictive Data Mining And Weighted Xavier Deep Neural Classifier For Heart Disease Prediction
M. Revathy Meenal, S. Vennila
International Journal of Computational and Experimental Science and Engineering
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Published: Feb 2025
3 citations
3 citations
557 days after retraction
PSOGA-KNN: A hybrid optimization approach for accurate heart disease prediction using feature selection
Heba Mohammed Fadhil, Ahmed M. Saheb, Mohamed Elhoseny
AIP conference proceedings
Published: Jan 2025
511 days after retraction
Critical Evaluation of Deep Learning Models for Heart Disease Detection
Shrawan Kumar, Bharti Thakur
Communications in computer and information science
Published: Nov 2024
460 days after retraction
A comprehensive review of deep learning-based models for heart disease prediction
Chunjie Zhou, Pengfei Dai, Aihua Hou et al. (7 authors)
Artificial Intelligence Review
Open Access
Published: Aug 2024
10 citations
10 citations
376 days after retraction
Deep Learning for Accurate, Efficient, Economical, and ConsistentCancer Diagnosis Compared to Traditional Biopsy
Jia-Hong Lin
Science and Technology of Engineering Chemistry and Environmental Protection
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Published: Jun 2024
302 days after retraction
Cardiovascular disease prediction with machine learning techniques
А. Petreska
Journal of Cardiology & Current Research
Open Access
Published: Apr 2024
1 citation
1 citation
264 days after retraction
Multi-Model Supervised Machine Learning Techniques for Heart Stroke Prediction
Kundavaram Joseph Sujith Kumar, M. Roshni Thanka, E. Bijolin Edwin et al. (6 authors)
Unknown Journal
Published: Apr 2024
1 citation
1 citation
253 days after retraction
Predicting Machine Failures From Multivariate Time Series: An Industrial Case Study
Nicolò Oreste Pinciroli Vago, Francesca Forbicini, Piero Fraternali
Unknown Journal
Open Access
Published: Apr 2024
2 citations
2 citations
252 days after retraction
PREDICTION OF CARDIOVASCULAR MALADIES THROUGH THE IMPLEMENTATION OF MACHINE LEARNING AND DEEP LEARNING ALGORITHMS
P. Ramya, M. Gayathri, S. Lunashree et al. (4 authors)
ShodhKosh Journal of Visual and Performing Arts
Published: Mar 2024
235 days after retraction
Artificial intelligence for heart disease prediction and imputation of missing data in cardiovascular datasets
Ahmed Najim, Nejah Nasri
Cogent Engineering
Open Access
Published: Mar 2024
4 citations
4 citations
217 days after retraction
Classification and Diagnosis of Heart Disease Using Machine Learning
Ayedh Abdulaziz Mohsen, Naoufel Kharroubi, Taher Alrashahy et al. (4 authors)
Research Square (Research Square)
Open Access
Published: Mar 2024
208 days after retraction
Data-Driven Disease Prediction and Lifestyle Monitoring System
Chilukuri Sai Ganesh, R Kishore, K. Varshith Goud et al. (6 authors)
Unknown Journal
Published: Mar 2024
1 citation
1 citation
205 days after retraction
Classification and Diagnosis of Heart Disease Using Machine Learning
Ayedh Abdulaziz Mohsen, Naoufel Kharroubi, Taher Alrashahy et al. (4 authors)
Research Square (Research Square)
Open Access
Published: Feb 2024
202 days after retraction
An Improved Long Short-Term Memory Algorithm for Cardiovascular Disease Prediction
T. Revathi, Sathiyabhama Balasubramaniam, Vidhushavarshini Sureshkumar et al. (4 authors)
Diagnostics
Open Access
Published: Jan 2024
9 citations
9 citations
167 days after retraction
An Effective Framework for Early Detection and Classification of Cardiovascular Disease (CVD) Using Machine Learning Techniques
Shailendra Chaurasia, Megha Kamble
Lecture notes in networks and systems
Published: Jan 2024
145 days after retraction
WoS-Driven Bibliometric Analysis of Coronary Artery Disease Detetction using Machine Learning Models
Kushwant Kaur, Gaurav Bathla
Unknown Journal
Published: Dec 2023
142 days after retraction
Distributed Fault Diagnosis System Based on Machine Learning
Ming Guan, Yu Fu, Zhaoyue Wang et al. (4 authors)
Unknown Journal
Published: Dec 2023
129 days after retraction
The Smart Analysis of Machine Learning-Based Diagnostics Model of Cardiovascular Diseases in Patients
Jinal Mistry, Sachin C. Patil, Balakumar Muniandi et al. (5 authors)
Unknown Journal
Published: Dec 2023
127 days after retraction
Cardiovascular Disease Prediction Utilizing Machine Learning and Feature Selection with Clonal Selection Algorithm
Wahidur Rahman, Riasaad Haque Aneek, Md Moinuddin et al. (6 authors)
Unknown Journal
Published: Dec 2023
2 citations
2 citations
122 days after retraction
Classifying electrocardiograph waveforms using trained deep learning neural network based on wavelet representation
Noor Yahya Jawad, Ahmed Mohammed Merza, Hussein Tami Sim
IAES International Journal of Artificial Intelligence
Open Access
Published: Nov 2023
113 days after retraction
Predictive Power of XGBoost_BiLSTM Model: A Machine-Learning Approach for Accurate Sleep Apnea Detection Using Electronic Health Data
Ashir Javeed, Johan Berglund, Ana Luiza Dallora et al. (5 authors)
International Journal of Computational Intelligence Systems
Open Access
Published: Nov 2023
10 citations
10 citations
110 days after retraction
Predicting Cardiovascular Disease using Machine Learning Techniques
Ishaan Dawar, Sanchit Wadhwan
Unknown Journal
Published: Nov 2023
2 citations
2 citations
86 days after retraction
Optimizing Cardiovascular Disease Prediction: A Synergistic Approach of Grey Wolf Levenberg Model and Neural Networks
Sheikh Amir Fayaz, Majid Zaman, Sameer Kaul et al. (4 authors)
Journal of Information Systems Engineering and Business Intelligence
Open Access
Published: Nov 2023
84 days after retraction
Extensive Analysis of Machine Learning Techniques in the Field of Heart Disease
Tanvi Rustagi, Meenu Vijarania
Unknown Journal
Published: Nov 2023
2 citations
2 citations
84 days after retraction
Natural Language Processing for Diagnosis and Risk Assessment of Cardiovascular Disease
Muhammad Arqam, Majid Hussain, Hina Zafar et al. (5 authors)
Unknown Journal
Published: Oct 2023
1 citation
1 citation
61 days after retraction
Heart Failure Prediction Using Artificial Intelligence Methods
H. V. R. Bindela, K. C. Yedubati, R. R. Gosula et al. (5 authors)
Unknown Journal
Published: Sep 2023
49 days after retraction
Scoping Meta-Review of Methods Used to Assess Artificial Intelligence-Based Medical Devices for Heart Failure
Rossella Di Bidino, Davide Piaggio, Martina Andellini et al. (13 authors)
Bioengineering
Open Access
Published: Sep 2023
3 citations
3 citations
44 days after retraction
Advanced machine learning techniques for cardiovascular disease early detection and diagnosis
Nadiah A. Baghdadi, Sally Mohammed Farghaly Abdelaliem, Amer Malki et al. (6 authors)
Journal Of Big Data
Open Access
Published: Sep 2023
48 citations
48 citations
39 days after retraction
Integration of PSO-based advanced supervised learning techniques for classification data mining to predict heart failure
Mesran Mesran, Remuz MB Kmurawak, Agus Perdana Windarto
TELKOMNIKA (Telecommunication Computing Electronics and Control)
Open Access
Published: Sep 2023
23 days after retraction
Prediction of Heart Disease Using Machine Learning Algorithms
Islam Daoud Suliman, D. Vasumathi
2022 13th International Conference on Computing Communication and Networking Technologies (ICCCNT)
Published: Jul 2023
34 days before retraction
Heart failure diagnosis in the general community – Who, how and when? A clinical consensus statement of the Heart Failure Association (<scp>HFA</scp>) of the European Society of Cardiology (<scp>ESC)</scp>
Kieran F. Docherty, Carolyn S.P. Lam, Amina Rakisheva et al. (8 authors)
European Journal of Heart Failure
Open Access
Published: Jun 2023
15 citations
15 citations
43 days before retraction
Risk prediction of heart failure in patients with ischemic heart disease using network analytics and stacking ensemble learning
Dejia Zhou, Hang Qiu, Liya Wang et al. (4 authors)
BMC Medical Informatics and Decision Making
Open Access
Published: May 2023
15 citations
15 citations
78 days before retraction
Phthalates’ exposure leads to an increasing concern on cardiovascular health
Melissa Mariana, Miguel Castelo-Branco, Amadeu M.V.M. Soares et al. (4 authors)
Journal of Hazardous Materials
Open Access
Published: May 2023
80 citations
80 citations
78 days before retraction
Heart disease risk factors detection from electronic health records using advanced NLP and deep learning techniques
Essam H. Houssein, Rehab E. Mohamed, Abdelmgeid A. Ali
Scientific Reports
Open Access
Published: May 2023
27 citations
27 citations
98 days before retraction
Machine learning and deep learning techniques for the analysis of heart disease: a systematic literature review, open challenges and future directions
Megha Bhushan, Akkshat Pandit, Ayush Garg
Artificial Intelligence Review
Published: Apr 2023
13 citations
13 citations
103 days before retraction
Decision Support System for Predicting Mortality in Cardiac Patients Based on Machine Learning
Ashir Javeed, Muhammad Asim Saleem, Ana Luiza Dallora et al. (6 authors)
Applied Sciences
Open Access
Published: Apr 2023
9 citations
9 citations
110 days before retraction
Predicting heart failure in-hospital mortality by integrating longitudinal and category data in electronic health records
Meikun Ma, Xiaoyan Hao, Jumin Zhao et al. (6 authors)
Medical & Biological Engineering & Computing
Published: Mar 2023
6 citations
6 citations
138 days before retraction
Visual Analysis of Cardiac Arrest Prediction Using Machine Learning Algorithms
Nilamadhab Mishra, Nishq Poorav Desai, Abhijay Wadhwani et al. (4 authors)
Advances in medical education, research, and ethics (AMERE) book series
Published: Mar 2023
24 citations
24 citations
149 days before retraction
A comparative analysis of meta-heuristic optimization algorithms for feature selection on ML-based classification of heart-related diseases
Şevket Ay, Ekin Ekıncı, Zeynep Garip
The Journal of Supercomputing
Open Access
Published: Mar 2023
42 citations
42 citations
159 days before retraction
Enhanced Heart Failure Prediction Using Feature Selection-based Machine Learning Models
Nour Ayman Abujabal, Ali Bou Nassif
2022 Advances in Science and Engineering Technology International Conferences (ASET)
Published: Feb 2023
3 citations
3 citations
170 days before retraction
Tumor Diagnosis against Other Brain Diseases Using T2 MRI Brain Images and CNN Binary Classifier and DWT
Theodoros N. Papadomanolakis, Eleftheria Sergaki, Andreas Polydorou et al. (10 authors)
Brain Sciences
Open Access
Published: Feb 2023
18 citations
18 citations
173 days before retraction
An earlier serial lactate determination analysis of cardiac arrest patients using a medical machine learning model
Mehmood Ali Mohammed, Murtuza Ali Mohammed, Vazeer Ali Mohammed et al. (5 authors)
Unknown Journal
Published: Feb 2023
38 citations
38 citations
181 days before retraction
Early Prediction of Dementia Using Feature Extraction Battery (FEB) and Optimized Support Vector Machine (SVM) for Classification
Ashir Javeed, Ana Luiza Dallora, Johan Berglund et al. (7 authors)
Biomedicines
Open Access
Published: Feb 2023
25 citations
25 citations
188 days before retraction
Technological Advancements and Elucidation Gadgets for Healthcare Applications: An Exhaustive Methodological Review-Part-I (AI, Big Data, Block Chain, Open-Source Technologies, and Cloud Computing)
Sridhar Siripurapu, Naresh K. Darimireddy, Abdellah Chehri et al. (5 authors)
Electronics
Open Access
Published: Feb 2023
14 citations
14 citations
188 days before retraction
Machine Learning for Dementia Prediction: A Systematic Review and Future Research Directions
Ashir Javeed, Ana Luiza Dallora, Johan Berglund et al. (6 authors)
Journal of Medical Systems
Open Access
Published: Feb 2023
98 citations
98 citations
189 days before retraction
Heart Disease Prediction using Clustered Genetic Optimization Algorithm
J. Vijaya
Unknown Journal
Published: Jan 2023
8 citations
8 citations
194 days before retraction
Review On Cardiovascular Disease Prediction Using Machine Learning Algorithm
P V Adhishayaa, V. Gomathi, K Mahendran
2022 International Conference on Computer Communication and Informatics (ICCCI)
Published: Jan 2023
1 citation
1 citation
198 days before retraction
Retracted: Machine Learning‐Based Automated Diagnostic Systems Developed for Heart Failure Prediction Using Different Types of Data Modalities: A Systematic Review and Future Directions
Computational and Mathematical Methods in Medicine
Computational and Mathematical Methods in Medicine
Open Access
Published: Jan 2023
1 citation
1 citation
220 days before retraction
Predicting Dementia Risk Factors Based on Feature Selection and Neural Networks
Ashir Javeed, Ana Luiza Dallora, Johan Sanmartin Berglund et al. (6 authors)
Computers, materials & continua/Computers, materials & continua (Print)
Open Access
Published: Jan 2023
9 citations
9 citations
220 days before retraction
Quick Stats
Total Citations:
64
Years Since Retraction:
2.3 years
Open Access:
Yes
Last Checked:
Jul 24, 2025