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https://doi.org/10.12688/f1000research.174830.1
Research Article metrics AWAITING PEER REVIEW
Sentence Embedding Using Multimodal Approach: Combining FastText with AraBERT for Arabic Text Representation
[version 1; peer review: awaiting peer review]
Hind Almayyali, Ahmed Aliwy
Peer Reviewers Invited
PUBLISHED 06 Feb 2026
https://doi.org/10.12688/f1000research.168092.2
Research Article metrics
Revised
Impact of sample size on optimisation algorithms for the MLP used in the prediction of client subscription to a term deposit
[version 2; peer review: 1 approved with reservations]
Tshegofatso Botlhoko, Tlhalitshi Volition Montshiwa
Peer Reviewers Mohsen Mohammadagha
LATEST VERSION PUBLISHED 30 Jan 2026
https://doi.org/10.12688/f1000research.172121.1
Research Article metrics AWAITING PEER REVIEW
Enhancing Solar Power Forecasting Accuracy Using HMPCS and Machine Learning Techniques: An Applied Study
[version 1; peer review: awaiting peer review]
Asmaa Abdul-Hussein Aziz, Iraq T. Abbas
Peer Reviewers Invited
  • Funder
  • Academic Research Institute in Iraq
PUBLISHED 28 Jan 2026
https://doi.org/10.12688/f1000research.174434.1
Research Article metrics AWAITING PEER REVIEW
Forecasting Pepper and Turmeric Prices in India: A Machine Learning Analysis of Macroeconomic Drivers
[version 1; peer review: awaiting peer review]
Vaishnavi D, Santosh B R, Guruprasad Desai
Peer Reviewers Invited
PUBLISHED 13 Jan 2026
https://doi.org/10.12688/f1000research.156316.2
Research Article metrics
Revised
Predicting determinants of modern contraceptive use among reproductive-age women in Ethiopia using machine learning algorithms: Evidence from the Performance Monitoring and Accountability (PMA) Survey 2019 dataset
[version 2; peer review: 2 approved, 1 approved with reservations]
Jibril Bashir Adem, Anas Ali Alhur, Shimels Derso Kebede, Agmasie Damtew Walle, Daniel Niguse Mamo
Peer Reviewers Christiana Olanrewaju Sowunmi; Lotenna Olisaeloka; Nora Müller and Hao-Ting Chan
LATEST VERSION PUBLISHED 28 Nov 2025
https://doi.org/10.12688/f1000research.171170.1
Systematic Review metrics
A Review of Deep Learning Techniques for EEG-Based Emotion Recognition: Models, Methods, and Datasets
[version 1; peer review: 2 approved, 1 approved with reservations]
P. Sreehari, U. Raghavendra, Anjan Gudigar
Peer Reviewers Brajen Kumar Deka; Dr. Kevin Noronha; Amjad R. Khan
PUBLISHED 18 Nov 2025
https://doi.org/10.12688/f1000research.169794.1
Research Article metrics
Algorithmic targeting in the Iranian–Israeli confrontation: Technical realities, legal thresholds, and the boundaries of human control
[version 1; peer review: 1 approved with reservations]
Lamia faris
Peer Reviewers Elshan Hashimov
PUBLISHED 03 Nov 2025
https://doi.org/10.12688/f1000research.168996.2
Data Note metrics
Revised
Synthetic dataset to study the performance of perovskite solar cell simulations
[version 2; peer review: 1 approved, 1 approved with reservations]
Yeraldin Velez-Galvis, Esteban Gonzalez-Valencia, Alexander Sepulveda-Sepulveda, Nelson Gomez-Cardona
Peer Reviewers Ejaz Hussain; Tarekuzzaman Md
  • Funder
  • This work was funded by MinCiencias-Colombia, with resources administered by ICETEX-Colombia (project code 2022- 0724)
LATEST VERSION PUBLISHED 22 Oct 2025
https://doi.org/10.12688/f1000research.168673.1
Systematic Review metrics
Evaluating artificial intelligence for accurate detection of hand and wrist fractures: a systematic review and meta-analysis
[version 1; peer review: 1 approved with reservations]
Hamed Alosaimi, Abdullah Musaaed Alsalamah, Nawwaf N. Alharbi, Hashim Albar, Mohammed Khalid I. Alghamdi, Sultan Abdulaziz Alnuman, Anas M. Alrashed, Omar H Bin Salleeh, Khalid Abdullah Alharbi, Malik Raja Alanazi, Weaam Hamoud Alqabasani, Shahad Abdullah Nolelli, Mohammed Saeed Alharbi
Peer Reviewers Jen-Shiun Chiang
PUBLISHED 10 Oct 2025
https://doi.org/10.12688/f1000research.167991.1
Research Article metrics
Condition monitoring data of ball bearing based on wavelet analysis model with machine learning techniques
[version 1; peer review: 1 approved with reservations, 1 not approved]
Manisha Maurya, Chandrabhanu Malla, Isham Panigrahi, Dipti Dash
Peer Reviewers Firas M. Mustafa Alfaqi; Ahmed Abdeltawab
  • Funder
  • Kalinga Institute of Industrial Technology
PUBLISHED 06 Oct 2025
https://doi.org/10.12688/f1000research.169102.1
Research Article metrics
Multimodal Machine Learning Approach for Diagnosing Atopic Dermatitis
[version 1; peer review: 1 approved, 1 approved with reservations]
Alida Widiawaty, Wresti Indriatmi, Wisnu Jatmiko, Endi Novianto, Aria Kekalih, Hendra Gunawan, Pramudita Satria Palar, Muhammad Febrian Rachmadi, Sherly Dermawan, Tengku Laras Malahayati, Alif Wicaksana Ramadhan
Peer Reviewers Sebastian Sitaru; Tomasz Krzywicki
  • Funder
  • This study was supported by the Indonesian Education Scholarship, the Center for Higher Education Funding and Assessment, and the Indonesian Endowment Fund for Education. The authors would like to thank the board-certified dermatologists, participating hospitals, and patients for their contributions. We also thank our collaborators in data science and medical informatics.
PUBLISHED 19 Sep 2025
https://doi.org/10.12688/f1000research.168082.2
Research Article metrics
Revised
Revealing Principal Components, Patterns, and Structural Gaps in Health Security among High-Income Countries: A Comparative Analysis Using PCA and a Multi-Scenario Clustering Approach
[version 2; peer review: 2 approved]
Adel A. Nasser, Mijahed Nasser Aljober, Abed Saif Ahmed Alghawli, Amani A. K. Essayed
Peer Reviewers Jiansong Zheng; Prof Ahmed Sultan Al-Hegami
  • Funder
  • Deanship of Scientific Research, Prince Sattam bin Abdulaziz University
LATEST VERSION PUBLISHED 11 Sep 2025
https://doi.org/10.12688/f1000research.161073.4
Research Article metrics
Revised
Development of a machine learning predictive model for early detection of breast cancer
[version 4; peer review: 1 approved, 2 not approved]
Rinsy Rahman, Dola Saha, Winniecia Dkhar, Sathyendranath Malli, Neil Barnes Abraham
Peer Reviewers Abicumaran Uthamacumaran; Rolando Gonzales Martinez; Chandrakanta Mahanty
LATEST VERSION PUBLISHED 05 Sep 2025
https://doi.org/10.12688/f1000research.163778.1
Research Article metrics
Applying Principal Component Analysis for Categorized Dimensionality Reduction in DDoS Detection for Software-Defined Networks
[version 1; peer review: 1 approved]
Keerthana Balaji, Mamatha Balachandra
Peer Reviewers Dr.V.Latha Jothi, Gokulraj S and Russia S
PUBLISHED 28 Jul 2025
https://doi.org/10.12688/f1000research.129064.3
Review metrics
Revised
Progress and challenges for the application of machine learning for neglected tropical diseases
[version 3; peer review: 3 approved]
ChungYuen Khew, Rahmad Akbar, Norfarhan Mohd-Assaad
Peer Reviewers Anupam Nath Jha; Erma Sulistyaningsih; Karla P. Godinez-Macias
  • Funder
  • Fundamental Research Grant Scheme (FRGS)
LATEST VERSION PUBLISHED 17 Jul 2025
https://doi.org/10.12688/f1000research.157582.1
Research Article metrics
Using machine learning based stereo camera clothing boundary recognition control system for dressing assistance support robot
[version 1; peer review: 2 not approved]
HANQING ZHAO, Hidetaka Nambo
Peer Reviewers Kakeru Yamasaki; Jiho Lee
PUBLISHED 17 Apr 2025
https://doi.org/10.12688/f1000research.161993.2
Research Article metrics
Revised
Machine learning applications in risk management: Trends and research agenda
[version 2; peer review: 3 approved, 1 approved with reservations]
Alejandro Valencia-Arias, Jesus Alberto Jimenez Garcia, Erica Agudelo-Ceballos, Aarón José Alberto Oré León, Ezequiel Martínez Rojas, Julio Leyrer Henríquez, Diana Marleny Ramírez-Ramírez
Peer Reviewers Ajay Vikram Singh; Rakibul Hasan Chowdhury; muskan Khan; Tian Tian
LATEST VERSION PUBLISHED 07 Apr 2025
https://doi.org/10.12688/f1000research.154598.3
Research Article metrics
Revised
A novel hybrid genetic algorithm and Nelder-Mead approach and it’s application for parameter estimation
[version 3; peer review: 2 approved, 1 approved with reservations]
Neha Majhi, Rajashree Mishra
Peer Reviewers HABBI FATIHA and El-ghalia Boudissa; Olympia Roeva; Gyan Singh
  • Funder
  • Kalinga Institute of Industrial Technology
LATEST VERSION PUBLISHED 07 Apr 2025
https://doi.org/10.12688/f1000research.157325.2
Method Article metrics
Revised
Structuring data analysis projects in the Open Science era with Kerblam!
[version 2; peer review: 2 approved]
Luca Visentin, Luca Munaron, Federico Alessandro Ruffinatti
Peer Reviewers Rodica Cujba; Priya Silverstein
  • Funder
  • Ministero dell'Università e della Ricerca
LATEST VERSION PUBLISHED 04 Apr 2025
https://doi.org/10.12688/f1000research.152346.2
Systematic Review metrics
Revised
Artificial Intelligence in the Prediction of Stone-Free Status in Urinary Stone Disease Treated with Extracorporeal Shockwave Lithotripsy: A Systematic Review
[version 2; peer review: 1 approved, 2 approved with reservations]
Ficky ., Nur Rasyid, Widi Atmoko, Ponco Birowo
Peer Reviewers Jethro CC Kwong; Ranjit Barua; Shriyansh Chahar
  • Funder
  • not aplicable
LATEST VERSION PUBLISHED 26 Mar 2025
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